{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.chdir('..')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 1397,
     "status": "ok",
     "timestamp": 1633023210888,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "GdgMjG8kVMQx",
    "outputId": "693a646d-1c47-4fb1-bacd-05a62196b581"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-2-92621ccb8fcd>:8: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
      "  from tqdm.autonotebook import tqdm\n"
     ]
    }
   ],
   "source": [
    "import matplotlib as mpl\n",
    "import warnings\n",
    "import scipy\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import xarray as xr\n",
    "import seaborn as sns\n",
    "from tqdm.autonotebook import tqdm\n",
    "from utilities import utils\n",
    "from scipy.stats import norm, linregress\n",
    "from matplotlib import pyplot as plt\n",
    "import statsmodels.api as sm\n",
    "from autograd import jacobian\n",
    "import autograd.numpy as anp\n",
    "import importlib\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "C_yr_to_m = 86400 * 365.25 / (1030 * 4180 * 0.7) # Convert layer heat capacities (W yr / m^2 K) --> (m)\n",
    "\n",
    "fitargs = dict(\n",
    "    scatter_kws = {'color':'none'},\n",
    "    line_kws = {'zorder':0, 'color':'grey'}\n",
    ") # For plotting seaborn's bootstrapped linear fits\n",
    "\n",
    "h_ranges = {\n",
    "    'h_n' : range( 55,  76,  2),\n",
    "    'h_t' : range(-25,  26,  2),\n",
    "    'h_s' : range(-65, -44,  2)\n",
    "}\n",
    "\n",
    "units = {'λ': 'Wm$^2$K$^{-1}$', 'ECS':'K', \n",
    "         'Cs':'m', 'Cd':'m', \n",
    "         'ε':'n.d.', 'y':'Wm$^2$K$^{-1}$',\n",
    "         'λ_G': 'Wm$^2$K$^{-1}$', 'ECS_G':'K','TCR':'K',\n",
    "         'h_n':'m','h_t':'m','h_s':'m','h_g':'m',\n",
    "         'F':'Wm$^{-2}$'\n",
    "        }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'utilities.utils' from 'C:\\\\Users\\\\ghall\\\\Desktop\\\\Projects\\\\GRL_submission\\\\code\\\\utilities\\\\utils.py'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "importlib.reload(utils)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2c2GDJHtVMQ5"
   },
   "source": [
    "## Download the datasets. \n",
    "Right now these contain all the variables used in the study except for $\\theta_o$ and $\\tau$. Each dataset has a time dimension and, for the zonal mean variables, a $\\texttt{lat}$ dimension. The time-indexed variables in each set are global or zonal means at each month over the 150-year period for each variable used (surface temperature, mixed layer depth, etc). Each also has a number of scalar attributes such as ECS and TCR."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "executionInfo": {
     "elapsed": 196,
     "status": "ok",
     "timestamp": 1633023211080,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "hM3ndLpCVMQ6"
   },
   "outputs": [],
   "source": [
    "ds_ens = xr.open_dataset('data/ensembles/FINAL_2D_ENSEMBLE.nc')\n",
    "datasets = {src:ds for src,ds in ds_ens.groupby('source_id')}\n",
    "ds_theta_ensemble = xr.open_dataset('data/ensembles/FINAL_THETA_ENSEMBLE.nc')\n",
    "ds_amoc_maxes = xr.open_dataset('data/ensembles/AMOC_MAX.nc')\n",
    "ds_amoc_maxes['delta_amoc_max'] = ds_amoc_maxes.amoc_max - ds_amoc_maxes.amoc_max.isel(time = range(60)).mean('time')\n",
    "\n",
    "ds_amoc_depths = xr.open_dataset('data/ensembles/AMOC_DEPTH.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 279
    },
    "executionInfo": {
     "elapsed": 617,
     "status": "ok",
     "timestamp": 1633023211677,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "N2o4_E8jVMQ7",
    "outputId": "cb5f6049-fb8a-45c1-d4ff-55bfbe6e1750"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x136e8807a00>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sources = sorted([*ds_ens.source_id.values])\n",
    "sourcemarkers, sourcecolors = utils.sourceid_markers(sources)\n",
    "\n",
    "markerargs = dict(markersize=15, linewidth=0, markeredgecolor='k')\n",
    "lines = {k:mpl.lines.Line2D([0],[0], marker=sourcemarkers[k], color=sourcecolors[k], **markerargs) for k in sources}\n",
    "\n",
    "[s.set_visible(False) for s in [*plt.gca().spines.values(), plt.gca().xaxis, plt.gca().yaxis]]\n",
    "plt.legend(lines.values(), lines.keys(), title = 'Unique model markers', title_fontsize = 18, fontsize=18, ncol=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Wcb-a3UVVMQ8"
   },
   "source": [
    "Calculate two-layer fit parameters using Geoffroy et al. (2013) methods.\n",
    "=========\n",
    "(Can skip to loading pre-made ensembles)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "KL6p3VysVMQ9"
   },
   "source": [
    "## Background\n",
    "\n",
    "This section computes the adjusted $\\epsilon$, $F$, and $\\lambda$ values using the two-box model applied in [Geoffroy et al. (2013)](https://journals.ametsoc.org/jcli/article/26/6/1859/33259/Transient-Climate-Response-in-a-Two-Layer-Energy). At each iteration the process first calculates the heat transfer between the boxes using the parameters from the previous iteration, then adjusts $N, F, \\lambda,$ and $\\epsilon$ using multilinear regression, and then recalculates the model parameters. For more details, see:\n",
    "\n",
    "- O. Geoffroy et al., “Transient Climate Response in a Two-Layer Energy-Balance Model. Part I: Analytical Solution and Parameter Calibration Using CMIP5 AOGCM Experiments,” Journal of Climate 26, no. 6 (March 2013): 1841–57, https://doi.org/10.1175/JCLI-D-12-00195.1.\n",
    "- O. Geoffroy et al., “Transient Climate Response in a Two-Layer Energy-Balance Model. Part II: Representation of the Efficacy of Deep-Ocean Heat Uptake and Validation for CMIP5 AOGCMs,” Journal of Climate 26, no. 6 (March 2013): 1859–76, https://doi.org/10.1175/JCLI-D-12-00196.1.\n",
    "\n",
    "-----\n",
    "## Model and definitions\n",
    "\n",
    "The two-box model with ocean heat uptake efficacy $\\varepsilon$ is defined by the system:\n",
    "\n",
    "\\begin{align}\n",
    "C_S \\frac{d \\Delta T_S}{d t} &= F - \\lambda \\Delta T_S - \\varepsilon \\gamma H, \\\\\n",
    "C_D \\frac{d \\Delta T_D}{d t} &= \\gamma H, \\\\\n",
    "\\end{align}\n",
    "\n",
    "where $H \\equiv \\Delta T_s - \\Delta T_D$, $C_S$ is the heat capacity of the surface box, and $C_D$ is the heat capacity of the lower box. Note that this system is equivalent to the normal two-layer system (removing $\\varepsilon$) with the substitutions replacing $\\gamma \\rightarrow \\gamma' = \\gamma \\varepsilon$ and $C_D \\rightarrow C_D' = C_D \\varepsilon$; however, calculating $\\varepsilon$ using the multilinear regression step described below changes the other parameters and will not necessarily give the same values as the two-layer system without heat uptake efficacy.\n",
    "\n",
    "-----\n",
    "\n",
    "## Steps in evaluation:\n",
    "1. Evaluate $H^{(i)-1}$ using passed-in variables $\\gamma, \\Delta T_S$, and $\\Delta T_D$.\n",
    "2. Perform a multilinear regression of $N$ against $T$ and $H$:\n",
    "\\begin{equation}\n",
    "N = F^{(i)} - \\lambda^{(i)}T - ( \\epsilon^{(i)} - 1 ) H^{(i)-1}\n",
    "\\end{equation}\n",
    "3. Fit $C_S, C_D,$ and $\\gamma$ as below\n",
    "4. Repeat until threshold met.\n",
    "\n",
    "\n",
    "### Step 3. expansion\n",
    "\n",
    "The calculations of two-layer model parameters here are taken from Geoffroy et al. (2013a) which uses the analytical solution to the two-layer model without $\\varepsilon$ to fit the other parameters. See their paper for a more in-depth explanation.\n",
    "\n",
    "3a) Fit years 30-150 of $\\texttt{abrupt-4xCO2}$ using the linear approximation\n",
    "\\begin{equation}\n",
    "\\log\\left(1 - \\frac{\\Delta T}{\\Delta T_{eq}}\\right) \\approx \\log a_d - \\frac{1}{\\tau_d}t\n",
    "\\end{equation}\n",
    "To obtain $\\tau_d$, $a_d$ and $a_s = 1 - a_d$ from the fit coefficients.\n",
    "\n",
    "3b) Next step: calculate the fast response time scale\n",
    "\\begin{equation}\n",
    "\\tau_s = \\frac{t}{\\log{a_s} - \\log{(1 - \\frac{\\Delta T}{\\Delta T_{eq}} - a_d e^{-t/\\tau_d})}}\n",
    "\\end{equation}\n",
    "\n",
    "3c) Now calculate the heat capacities:\n",
    "\\begin{align}\n",
    "C_s &= \\frac{\\lambda}{(\\frac{a_s}{\\tau_s} + \\frac{a_d}{\\tau_d})} \\\\\n",
    "C_d &= \\lambda (\\tau_d a_d + \\tau_s a_s) - C_s \\\\\n",
    "y &= C_d / (\\tau_d a_s + \\tau_s a_d)\n",
    "\\end{align}\n",
    "\n",
    "3d) Now calculate the theoretical deep ocean temperature for step forcing...\n",
    "\\begin{align}\n",
    "\\Delta T_s(t) &= \\Delta T_{eq} (1 - a_s e^{-t/\\tau_s} - a_d e^{-t/\\tau_d}) \\\\\n",
    "\\Delta T_d(t) &= \\Delta T_{eq} (1 - \\phi_s a_s e^{-t/\\tau_s} - \\phi_d a_d e^{-t/\\tau_d}) \\\\\n",
    "\\end{align}\n",
    "where\n",
    "\\begin{align}\n",
    "\\phi_f &= \\frac{\\lambda \\tau_f - C_s}{C_d}\\\\\n",
    "\\phi_s &= \\frac{\\lambda \\tau_s - C_s}{C_d}\n",
    "\\end{align}\n",
    "\n",
    "3e) And use this to calculate $H = y (\\Delta T_s - \\Delta T_d)$.\n",
    "\n",
    "Note that when fitting the EBM-$\\varepsilon$ model, $C_D$ and $\\gamma$ as calculated here are actually equal to $C_D' = \\varepsilon C_D$ and $\\gamma' = \\varepsilon \\gamma$; to obtain their actual values they must both be divided by $\\varepsilon$, but only _after_ calculating the intermediate variables such as $\\phi$ using the primed values (and before calculating $H$)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "XiQjN5gKVMRB"
   },
   "source": [
    "### Run full EBM-$\\varepsilon$ calculation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "executionInfo": {
     "elapsed": 1796,
     "status": "ok",
     "timestamp": 1633023213470,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "RgCZ5jgrVMRD"
   },
   "outputs": [],
   "source": [
    "T  = 'ts'\n",
    "\n",
    "for s, ds in [*datasets.items()]:\n",
    "\n",
    "    # Initialize and store parameters for fit\n",
    "    λ, F, ECS, ε, N, ΔT, l = utils.two_layer_init(ds)\n",
    "\n",
    "    ds['ECS_EBM_1'] = ECS / 2\n",
    "    ds['F_EBM_1'] = F\n",
    "    ds['λ_EBM_1'] = λ\n",
    "\n",
    "    # Run the multilinear fit until the maximum percent change among \n",
    "    # all of the 3 parameters is below the threshold value.\n",
    "    delta = 1\n",
    "    threshhold = 1e-10\n",
    "    while delta > threshhold:\n",
    "        λ0, F0, ε0 = λ, F, ε\n",
    "        λ, F, ε = utils.two_layer_step(N, ΔT, λ, F, ε, l, t0 = 10)\n",
    "        delta = np.max(np.abs((np.array([λ0, F0, ε0]) - np.array([λ, F, ε])) / np.array([λ, F, ε])))\n",
    "\n",
    "    H, C_s, C_d, y, tau_d, tau_s = utils.two_layer_fit(ΔT, λ, F, l, ε)\n",
    "\n",
    "    S = F / λ / 2\n",
    "\n",
    "    for n, v in zip(['ε','y','λ','F','ECS','Cd','Cs','tau_d','tau_s'],[ε,y,λ,F,S,C_d,C_s,tau_d,tau_s]):\n",
    "        ds[f'{n}_EBM_2'] = v\n",
    "\n",
    "    rmse = 0\n",
    "    for run in ('ppt', 'abrpt'):\n",
    "        T_s, T_d = utils.EBM_temp(ds, run)\n",
    "\n",
    "        ds[\"T_d_EBM_%s\"%run] = xr.DataArray(T_d[:1800], coords = {'time':ds.time.values[:1800]}, dims = ['time'])\n",
    "        ds[\"T_s_EBM_%s\"%run] = xr.DataArray(T_s[:1800], coords = {'time':ds.time.values[:1800]}, dims = ['time'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "igHfVkZfVMRE"
   },
   "source": [
    "### Check the results of the fits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 297
    },
    "executionInfo": {
     "elapsed": 1614,
     "status": "ok",
     "timestamp": 1633023215080,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "OmVE-hbFVMRE",
    "outputId": "dfe81d51-82a2-49a2-b2e5-ba73efd45dba"
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1,2, figsize = (12,4), sharex = True, gridspec_kw = {'hspace':0})\n",
    "\n",
    "for s, ds in ds_ens.groupby('source_id'):\n",
    "    data = (ds.ts_abrpt - ds.ts_piCtrl.mean('time')).rolling(time = 120).mean()\n",
    "    pred = ds.T_s_EBM_abrpt.rolling(time = 120).mean()\n",
    "    pred_gregory = ds\n",
    "    data.plot(ax=ax1, marker = 'o', mfc = sourcecolors[s], mec = 'k', markevery = 120, c = 'lightgrey')\n",
    "    pred.plot(ax=ax1, c = sourcecolors[s], ls = ':', marker = '.', mfc = 'k',  markevery = 120)\n",
    "    ((pred - data)/data).plot(ax = ax2, color = 'grey', alpha = 0.5)\n",
    "\n",
    "e_data = (ds_ens.ts_abrpt - ds_ens.ts_piCtrl.mean('time')).rolling(time = 120).mean()\n",
    "e_pred = ds_ens.T_s_EBM_abrpt.rolling(time = 120).mean()\n",
    "\n",
    "((e_pred - e_data)/e_data).mean('source_id').plot(ax = ax2, color = 'k', lw = 2)\n",
    "\n",
    "ax1.set_ylabel(r\"$\\Delta T$\")\n",
    "ax2.set_ylabel(r\"$(~\\Delta T_{EBM} - \\Delta T~) ~/ ~\\Delta T$\")\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4Qr5MYjQVMRF"
   },
   "source": [
    "## Calculate heat uptake temperatures\n",
    "From Geoffroy et al. (2013a), the heat uptake temperature $T_H$ is the disequilibrium difference between $\\Delta T$ and $\\Delta T_{eq}(t) = F(t)/\\lambda$; the right-hand term is the equilibrium temperature associated with the forcing at time $t$.\n",
    "\n",
    "Within the EBM$-\\varepsilon$ model, $T_H$ can be written\n",
    "\\begin{equation}\n",
    "    T_H = -\\frac{1}{\\lambda} \\left( C_s \\frac{d \\Delta T_s}{dt} + \\varepsilon C_d \\frac{\\Delta T_d}{dt} \\right)\n",
    "\\end{equation}\n",
    "\n",
    "which, using the analytical solution for step-forcing, can be decomposed into surface-ocean and deep-ocean heat uptake temperatures\n",
    "\n",
    "\\begin{align}\n",
    "T_S &= - \\frac{F}{\\lambda} \\left( f_S a_S e^{-t/ \\tau_S} +  s_S a_D e^{-t/ \\tau_D} \\right), \\\\\n",
    "T_D &= - \\frac{F}{\\lambda} \\left( f_D a_S e^{-t/ \\tau_S} +  s_D a_D e^{-t/ \\tau_D} \\right), \\\\\n",
    "\\end{align}\n",
    "\n",
    "where\n",
    "\n",
    "\\begin{equation}\n",
    "f_S = \\frac{C_S}{\\lambda \\tau_S}, \\hspace{10pt} f_D = \\frac{\\phi_S C_D'}{\\lambda \\tau_S}, \\hspace{10pt} s_S = \\frac{C_S}{\\lambda \\tau_D}, \\mathrm{and}\\hspace{10pt}s_D = \\frac{\\phi_D C_D'}{\\lambda \\tau_D}.\n",
    "\\end{equation}\n",
    "\n",
    "Here $C_D' = \\epsilon C_D$.\n",
    "\n",
    "For the case of linearly increasing forcing $F(t) = kt$, the total heat uptake temperature $T_H$ can be written as\n",
    "\n",
    "\\begin{equation}\n",
    "T_H(t) = -\\frac{k}{\\lambda} \\frac{C_s + C_d'}{\\lambda} \\left( h_S + h_D - (f_S + f_D) l_S e^{-t / \\tau_S} - (s_S + s_D) l_D e^{-t / \\tau_D} \\right),\n",
    "\\end{equation}\n",
    "\n",
    "where\n",
    "\n",
    "\\begin{equation}\n",
    "h_S = C_S (C_S + C_D'), \\hspace{10pt} h_D = C_D' (C_S + C_D').\n",
    "\\end{equation}\n",
    "\n",
    "Here we calculate $T_H$ for each model, for both the linear and step-forcing experiments, and append the results to our datasets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "executionInfo": {
     "elapsed": 955,
     "status": "ok",
     "timestamp": 1633024073080,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "Q3dr4tTfVMRF"
   },
   "outputs": [],
   "source": [
    "datasets = dict(ds_ens.groupby('source_id'))\n",
    "for s, ds in [*datasets.items()]:\n",
    "    for run in ('abrpt', 'ppt'):\n",
    "        T_H, T_S, T_D, phi_s, phi_d = utils.two_layer_heat_uptake(ds, run)\n",
    "        \n",
    "        ds['T_H_%s'%(run)] = xr.DataArray(T_H, coords = {'time':ds.time[:1800]}, dims = ['time'])\n",
    "        ds['T_S_%s'%(run)] = xr.DataArray(T_S, coords = {'time':ds.time[:1800]}, dims = ['time'])\n",
    "        ds['T_D_%s'%(run)] = xr.DataArray(T_D, coords = {'time':ds.time[:1800]}, dims = ['time'])\n",
    "\n",
    "        if run == 'abrpt':\n",
    "            assert all(\n",
    "                np.round_((\n",
    "                    ds['T_H_%s'%(run)] + ds['ECS_EBM_2'] * 2 - ds[\"T_s_EBM_%s\"%(run)]\n",
    "                    ).values, 2) == 0.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Hoc8GHKCVMRG"
   },
   "source": [
    "### Finally, construct ensembles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "executionInfo": {
     "elapsed": 745,
     "status": "ok",
     "timestamp": 1633024082643,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "8J-YuMyCwwta"
   },
   "outputs": [],
   "source": [
    "\n",
    "for k in datasets:\n",
    "    datasets[k]['source_id'] = k\n",
    "    \n",
    "ds_ens = xr.concat(datasets.values(), dim = 'source_id')\n",
    "\n",
    "def ecs_gregory(N, T):\n",
    "    s, i, r, p, std = linregress(T, N)\n",
    "    return -(i/s) / 2\n",
    "\n",
    "def λ_gregory(N, T):\n",
    "    s, i, r, p, std = linregress(T, N)\n",
    "    return -s\n",
    "\n",
    "ds_ens['λ_Gregory'] = xr.apply_ufunc(λ_gregory,\n",
    "                                       (ds_ens.N_abrpt - ds_ens.N_piCtrl).groupby('time.year').mean(),\n",
    "                                       ds_ens.ΔT_s_abrpt.groupby('time.year').mean(),\n",
    "                                       input_core_dims = [['year'],['year']],\n",
    "                                       vectorize = True\n",
    "                                      )\n",
    "\n",
    "ds_ens['ECS_Gregory'] = xr.apply_ufunc(ecs_gregory,\n",
    "                                       (ds_ens.N_abrpt - ds_ens.N_piCtrl).groupby('time.year').mean(),\n",
    "                                       ds_ens.ΔT_s_abrpt.groupby('time.year').mean(),\n",
    "                                       input_core_dims = [['year'],['year']],\n",
    "                                       vectorize = True\n",
    "                                      )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "JKtuOOLqVMRH"
   },
   "source": [
    "-------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "MkHVnvZwVMRH"
   },
   "source": [
    "## Results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "y226QKwdbRik"
   },
   "source": [
    "### Parameter correlations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "executionInfo": {
     "elapsed": 2225,
     "status": "ok",
     "timestamp": 1633024036206,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "U0wek7uPVMRH"
   },
   "outputs": [],
   "source": [
    "from matplotlib.colors import ListedColormap\n",
    "\n",
    "\n",
    "datasets = ds_ens.groupby('source_id')\n",
    "\n",
    "data_dict = {var : {src:ds[var+\"_EBM_2\"].item() for src, ds in datasets} for var in ('Cs', 'Cd', 'ε', 'λ', 'y', 'F', 'ECS')}\n",
    "\n",
    "weights = utils.ocean_lat_weights(ds_ens.lat)\n",
    "data_dict.update({'TCR':{src:ds.ΔT_s_ppt.isel(time=range(65*12,75*12)).mean().item() for src, ds in datasets}})\n",
    "data_dict[\"ECS_G\"] = {k:s.item() for k,s in ds_ens.ECS_Gregory.groupby('source_id')}\n",
    "data_dict[\"λ_G\"] = {k:s.item() for k,s in ds_ens.λ_Gregory.groupby('source_id')}\n",
    "data_dict.update({'h_g':{src:ds.h_lat_ppt.isel(time=range(12)).weighted(weights).mean().item() for src, ds in datasets}})\n",
    "data_dict.update({'h_n':{src:ds.h_lat_ppt.isel(time=range(3)).sel(lat = h_ranges['h_n']).weighted(weights).mean().item() for src, ds in datasets}})\n",
    "data_dict.update({'h_t':{src:ds.h_lat_ppt.isel(time = range(12)).sel(lat = h_ranges['h_t']).weighted(weights).mean().item() for src, ds in datasets}})\n",
    "data_dict.update({'h_s':{src:ds.h_lat_ppt.isel(time = range(3)).sel(lat = h_ranges['h_s']).weighted(weights).mean().item() for src, ds in datasets}})\n",
    "data_dict.update({'amoc_strength_i':{src:ds.amoc_max.isel(time = np.arange(10*12)).mean('time').item() for src, ds in ds_amoc_maxes.groupby('source_id')}})\n",
    "data_dict.update({'amoc_strength_f':{src:ds.amoc_max.isel(time = np.arange(140*12,150*12)).mean('time').item() for src, ds in ds_amoc_maxes.groupby('source_id')}})\n",
    "data_dict.update({'amoc_strength_pct_change':\n",
    "                  {\n",
    "                      src:(data_dict['amoc_strength_f'][src] - data_dict['amoc_strength_i'][src]) /\n",
    "                      data_dict['amoc_strength_i'][src]\n",
    "                      for src, ds in ds_amoc_maxes.groupby('source_id')}})\n",
    "\n",
    "data_dict.update({'amoc_depth_i':{src:ds.amoc_depth.isel(time = 0).item() for src, ds in ds_amoc_depths.groupby('source_id')}})\n",
    "data_dict.update({'amoc_depth_f':{src:ds.amoc_depth.isel(time = 14).item() for src, ds in ds_amoc_depths.groupby('source_id')}})\n",
    "data_dict.update({'amoc_depth_pct_change':{src:(data_dict['amoc_depth_f'][src] - data_dict['amoc_depth_i'][src])/data_dict['amoc_depth_i'][src]\n",
    "                                for src, ds in ds_amoc_depths.groupby('source_id')}})\n",
    "\n",
    "\n",
    "exclude = ['AWI-CM-1-1-MR']\n",
    "\n",
    "df = pd.DataFrame(data_dict)\n",
    "\n",
    "df['ECS'] *= 2\n",
    "df[\"ECS_G\"] *= 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "executionInfo": {
     "elapsed": 39,
     "status": "aborted",
     "timestamp": 1633023215284,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "gn0V7n7Iwwtd"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.LineCollection at 0x136ead80d60>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "parameters = ['λ', 'F','Cs', 'Cd', 'ε', 'y']\n",
    "mlds = ['h_n', 'h_t', 'h_s']\n",
    "\n",
    "cm_N = 10\n",
    "cmap = mpl.cm.get_cmap('RdBu_r', cm_N)\n",
    "newcolors = cmap(np.linspace(0, 1, cm_N))\n",
    "newcmp = mpl.colors.ListedColormap(newcolors)\n",
    "\n",
    "p = df.drop(exclude).corr(method = lambda x, y: scipy.stats.linregress(x=x, y=y)[3])\n",
    "r = df.drop(exclude).corr()\n",
    "plt.figure(figsize = (12, 12))\n",
    "c = sns.heatmap(r.where(p < 0.05), vmin = -1, vmax = 1, cmap = newcmp, cbar_kws = {'ticks':np.arange(-1,1.1, 0.2)} ,\n",
    "                linecolor = 'lightgrey', linewidth = 1, square = True, annot = True)\n",
    "\n",
    "L = len(r)\n",
    "plt.hlines(0, 0, L, 'k', lw = 2)\n",
    "plt.hlines(6, 0, L, 'k', lw = 2)\n",
    "plt.hlines(8, 0, L, 'k', lw = 2)\n",
    "plt.hlines(10, 0, L, 'k', lw = 2)\n",
    "plt.hlines(14, 0, L, 'k', lw = 2)\n",
    "plt.hlines(17, 0, L, 'k', lw = 2)\n",
    "plt.hlines(20, 0, L, 'k', lw = 2)\n",
    "\n",
    "plt.vlines(0, 0, L, 'k', lw = 2)\n",
    "plt.vlines(6, 0, L, 'k', lw = 2)\n",
    "plt.vlines(8, 0, L, 'k', lw = 2)\n",
    "plt.vlines(10, 0, L, 'k', lw = 2)\n",
    "plt.vlines(14, 0, L, 'k', lw = 2)\n",
    "plt.vlines(17, 0, L, 'k', lw = 2)\n",
    "plt.vlines(20, 0, L, 'k', lw = 2)\n",
    "\n",
    "# plt.savefig(\"figures/correlation_heatmap.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "executionInfo": {
     "elapsed": 39,
     "status": "aborted",
     "timestamp": 1633023215284,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "nVIJkb0wwwtd"
   },
   "outputs": [],
   "source": [
    "def boot(values, func, N, **kwargs):\n",
    "    results = []\n",
    "    l = len(values)\n",
    "    for i in tqdm(range(int(N))):\n",
    "        results += [func(values[np.random.randint(0, l, l)], **kwargs)]\n",
    "    return np.array(results)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "w2EaLmECwwtd"
   },
   "source": [
    "## Random errors emergent constraint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "executionInfo": {
     "elapsed": 40,
     "status": "aborted",
     "timestamp": 1633023215287,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "QDqdp2-Wwwtd"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b2662824ab1f44b9b0d59db15f5a817d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=10000.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "data = df.copy().drop(exclude, errors = 'ignore')\n",
    "data['Cs'] *= C_yr_to_m\n",
    "data['Cd'] *= C_yr_to_m\n",
    "\n",
    "parameters = ['λ', 'ECS','Cs', 'Cd', 'ε', 'y']\n",
    "mlds = ['h_n', 'h_t', 'h_s']\n",
    "\n",
    "h_obs = pd.DataFrame({'h_n':(152.1145, 215.2253, np.mean([206.7163, 166.6483])), \n",
    "                          'h_t':(41.8860, 44.6141, np.mean([44.4771, 42.0276])), \n",
    "                          'h_s':(44.2600, 48.9160, np.mean([48.5155, 44.6398]))})\n",
    "h_obs.index = [0.05, 0.95, 'avg']\n",
    "\n",
    "mean = data.mean(0)\n",
    "spread = data.std(0)\n",
    "\n",
    "Y = (data - mean)[parameters]\n",
    "X = (data - mean)[mlds]\n",
    "X0 = mean[mlds].values\n",
    "\n",
    "M = {}\n",
    "delta_M = {}\n",
    "delta_M_95 = {}\n",
    "results = {}\n",
    "for param in parameters:\n",
    "    res = sm.OLS(endog = Y[param], exog = X).fit()\n",
    "    fitvars = res.pvalues[res.pvalues < 0.05].index.values\n",
    "    if len(fitvars) > 0:\n",
    "        res = sm.OLS(endog = Y[param], exog = X[fitvars]).fit()\n",
    "        M[param] = res.params\n",
    "        delta_M[param] = res.conf_int(0.1).apply(np.ptp, 1)\n",
    "        delta_M_95[param] = res.conf_int(0.05).apply(np.ptp, 1)\n",
    "        results[param] = res\n",
    "\n",
    "M = pd.DataFrame(M).reindex(index=mlds, columns=parameters).replace(np.nan, 0)\n",
    "Md = np.sign(abs(M)).astype(bool).T\n",
    "regdict = {p:[*r.loc[r].index.values] for p, r in Md.iterrows()}\n",
    "M = M.T.values\n",
    "X = X.T.values\n",
    "X_obs = h_obs.T.avg.values - X0\n",
    "\n",
    "noise = (Y - np.dot(M, X).T)#.std()\n",
    "\n",
    "B = mean[parameters].values\n",
    "\n",
    "delta_M = pd.DataFrame(delta_M).reindex(index=mlds, columns=parameters).replace(np.nan, 0).values.T\n",
    "delta_M_95 = pd.DataFrame(delta_M_95).reindex(index=mlds, columns=parameters).replace(np.nan, 0).values.T\n",
    "delta_X = h_obs.apply(np.ptp).values\n",
    "\n",
    "bootmeans = pd.DataFrame(boot(data.values, np.mean, 10000, axis = 0), columns = data.columns)\n",
    "bms = bootmeans[parameters]\n",
    "delta_B = (bms.quantile(0.95) - bms.quantile(0.05)).values\n",
    "delta_B_95 = (bms.quantile(0.975) - bms.quantile(0.025)).values\n",
    "\n",
    "hms = bootmeans[mlds]\n",
    "delta_X0 = (hms.quantile(0.95) - hms.quantile(0.05)).values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "executionInfo": {
     "elapsed": 42,
     "status": "aborted",
     "timestamp": 1633023215289,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "eWpTemk6wwte"
   },
   "outputs": [],
   "source": [
    "def mkpars(M, X, B):\n",
    "    return anp.dot(M, X) + B\n",
    "\n",
    "def get_ECS(M, X):\n",
    "    pars = mkpars(M, X)\n",
    "    return pars[-1] / pars[0]\n",
    "\n",
    "def get_TCR(M, X):\n",
    "    pars = mkpars\n",
    "    \n",
    "B = data[parameters].mean().values\n",
    "obs = data[parameters].values\n",
    "estimates = pd.Series(mkpars(M, X_obs, B), index = parameters)\n",
    "uncertainties = np.sqrt(\n",
    "    ((jacobian(mkpars, 0)(M, X_obs, B) * delta_M)**2).sum((1,2)) + \n",
    "    ((jacobian(mkpars, 1)(M, X_obs, B) * delta_X)**2).sum(1) + \n",
    "    ((jacobian(mkpars, 2)(M, X_obs, B) * delta_B)**2).sum(1)\n",
    ") + noise.std().values * (norm.ppf(0.95) - norm.ppf(0.05)) / 2\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "y6RlgFo6wwte"
   },
   "source": [
    "## Fixed errors emergent constraint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "executionInfo": {
     "elapsed": 43,
     "status": "aborted",
     "timestamp": 1633023215290,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "u9BijXJEwwte"
   },
   "outputs": [],
   "source": [
    "P_obs = []\n",
    "for source, resid in noise.iterrows():\n",
    "    h_gcm = data.loc[source, mlds]\n",
    "    P_obs += [np.dot(M, h_obs.loc['avg'] - h_gcm) + data.loc[source, parameters]]\n",
    "    \n",
    "P_obs = pd.DataFrame(P_obs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3DQT-_ugwwtf"
   },
   "source": [
    "# Probabilistic regression emergent constraint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "executionInfo": {
     "elapsed": 44,
     "status": "aborted",
     "timestamp": 1633023215291,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "sbos4strwwtf"
   },
   "outputs": [],
   "source": [
    "def p_y_x(x, y, b, a, x_dist, y_dist, err):\n",
    "    f_x = b * x + a\n",
    "    x_mean = x_dist.mean(0)\n",
    "    N = len(x_dist)\n",
    "    var_x = x_dist.std()**2\n",
    "    s =  np.sqrt(1 / (N - 2) * ((y_dist - (b * x_dist + a))**2).sum())\n",
    "    sig_f =  s**2 * (1 / N + (x - x_mean)**2 / (var_x * N)) + err**2\n",
    "    return 1 / np.sqrt(2 * np.pi * sig_f) * np.exp( - (y - f_x)**2 / (2 * sig_f))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "executionInfo": {
     "elapsed": 44,
     "status": "aborted",
     "timestamp": 1633023215291,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "LdccYOXPwwtf"
   },
   "outputs": [],
   "source": [
    "def P(param_val, param_name, mld_name):\n",
    "    \n",
    "    param_val = np.asanyarray(param_val)\n",
    "    \n",
    "    h_dist = data[mld_name].values\n",
    "    p_dist = data[param_name].values\n",
    "    \n",
    "    h_obs = obs_dists[mld_name]\n",
    "    h_scale = h_obs.std()\n",
    "    h_loc = h_obs.mean()\n",
    "    h_domain = np.linspace(h_loc - 6 * h_scale, h_loc + 6 * h_scale, 300)\n",
    "    dh = np.ptp(h_domain) / len(h_domain)\n",
    "    \n",
    "    a = A.loc[param_name, mld_name]\n",
    "    b = B.loc[param_name, mld_name]\n",
    "    err = E.loc[param_name, mld_name]\n",
    "        \n",
    "    f_x = b * h_domain + a\n",
    "    \n",
    "    def condprob(x, p):\n",
    "        return p_y_x(x, p, b, a, h_dist, p_dist, err) * h_obs.pdf(x)\n",
    "    \n",
    "    pdf2d = np.array([condprob(h_domain, p) for p in param_val])\n",
    "\n",
    "    pdf = np.trapz(pdf2d, h_domain)\n",
    "                \n",
    "    return pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "executionInfo": {
     "elapsed": 303,
     "status": "aborted",
     "timestamp": 1633023215550,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "9spx2xtfwwtf"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ae2e0cbbfea24101868ed15a491eb83e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=6.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "var_h = data[mlds].std(0).values**2\n",
    "h = data[mlds].T\n",
    "params = data[parameters].T\n",
    "\n",
    "A = pd.DataFrame(\n",
    "    np.array([[np.polyfit(h_i, p, 1)[1] for h_i in h.values] for p in params.values]),\n",
    "    columns = mlds,\n",
    "    index = parameters)\n",
    "\n",
    "B = pd.DataFrame(\n",
    "    np.array([[np.polyfit(h_i, p, 1)[0] for h_i in h.values] for p in params.values]),\n",
    "    columns = mlds,\n",
    "    index = parameters)\n",
    "\n",
    "E = pd.DataFrame({m: {v: (data[v] - (B.loc[v, m] * data[m] + A.loc[v, m])).std() for v in parameters} for m in mlds})\n",
    "\n",
    "obs_dists = h_obs.apply(\n",
    "    lambda h: norm(h.avg, scale = np.ptp(h[:2]) / (norm.ppf(0.95) - norm.ppf(0.05)))\n",
    ")\n",
    "\n",
    "linear_const = data[parameters].iloc[:0]\n",
    "\n",
    "for p in tqdm(parameters):\n",
    "    u = data[p].mean()\n",
    "    s = data[p].std()\n",
    "    domain = np.linspace(u - 4 * s, u + 4 * s, 200)\n",
    "    pdf = np.stack([P(domain, p, h) for h in Md.T[p][Md.T[p]].index]).prod(0)\n",
    "    pdf /= np.trapz(pdf, domain)\n",
    "    \n",
    "    cdf = np.cumsum(pdf)\n",
    "    cdf /= cdf.max()\n",
    "    \n",
    "    constr_vals = np.interp(np.linspace(1e-3, 1 - 1e-3, 50000), cdf, domain)\n",
    "    np.random.shuffle(constr_vals)\n",
    "    linear_const[p] = constr_vals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "executionInfo": {
     "elapsed": 303,
     "status": "aborted",
     "timestamp": 1633023215550,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "OFWkAh5owwtg"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 0.2877921925262874)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "param = 'ECS'\n",
    "pdomain = np.linspace(data[param].mean() - 3.5 * data[param].std(), \n",
    "                      data[param].mean() + 3.5 * data[param].std(), \n",
    "                      200)\n",
    "\n",
    "pdf_s = P(pdomain, param, 'h_s')\n",
    "plt.plot(pdomain.ravel(), pdf_s / np.trapz(pdf_s, pdomain), '--g')\n",
    "\n",
    "pdf_n = P(pdomain, param, 'h_n')\n",
    "plt.plot(pdomain, pdf_n / np.trapz(pdf_n, pdomain), '--b')\n",
    "\n",
    "# pdf_t = P(pdomain, param, 'h_t')\n",
    "# plt.plot(pdomain, pdf_t / np.trapz(pdf_t, pdomain), '--r')\n",
    "\n",
    "plt.plot(pdomain, (pdf_n * pdf_s)/np.trapz((pdf_n * pdf_s), pdomain), '-k', lw = 4)\n",
    "\n",
    "plt.hist(data[param], density = True, color = 'darkgrey', zorder = -1)\n",
    "\n",
    "plt.ylim(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LzD7TdcKwwtg"
   },
   "source": [
    "# Bootstrapped constraint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "executionInfo": {
     "elapsed": 304,
     "status": "aborted",
     "timestamp": 1633023215552,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "FfVi4dXjGM9C"
   },
   "outputs": [],
   "source": [
    "def constrain_parameters(data, parameters = parameters, \n",
    "                         mlds = mlds, fake_obs = False, sim_obs = None):\n",
    "    \n",
    "    data = pd.DataFrame(data, columns = [*parameters, *mlds])\n",
    "    \n",
    "    mean = data.mean(0)\n",
    "\n",
    "    Y = (data - mean)[parameters].values\n",
    "    X = (data - mean)[mlds].values\n",
    "\n",
    "    # Define intra-ensemble coefficients\n",
    "    M = []\n",
    "    X_p = (X * Md.values[:,None])\n",
    "    i = 0\n",
    "    for p in parameters:\n",
    "        M += [np.linalg.lstsq(X_p[i], Y[:,i])[0]]\n",
    "        i += 1\n",
    "    M = np.array(M).T\n",
    "    \n",
    "    noise = (Y - np.dot(X, M)).std(0)\n",
    "\n",
    "    if fake_obs:\n",
    "        obs = data[mlds].apply(lambda h: norm.rvs(\n",
    "            h.mean(), \n",
    "            scale = h.std()\n",
    "        )) - mean[mlds]\n",
    "    else:\n",
    "         obs = next(sim_obs)[1] - mean[mlds]\n",
    "\n",
    "    B = mean[parameters].values\n",
    "\n",
    "    # Calculate expected real parameters\n",
    "    pars = np.dot(obs, M) + B + norm.rvs(loc = 0, scale = noise)\n",
    "    \n",
    "    return pars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "executionInfo": {
     "elapsed": 304,
     "status": "aborted",
     "timestamp": 1633023215552,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "PuCBG8eywwtg"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3165d66d80de42e8888fcbae35436ef5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=10000.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "N = 1e4\n",
    "\n",
    "X_obs = h_obs.apply(lambda h: norm.rvs(h.avg, scale = np.ptp(h[:2]) / (norm.ppf(0.95) - norm.ppf(0.05)), size = int(N))).iterrows()\n",
    "\n",
    "bootpars = boot(data[parameters + mlds].values, constrain_parameters, N = N, fake_obs = False, sim_obs = X_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "executionInfo": {
     "elapsed": 305,
     "status": "aborted",
     "timestamp": 1633023215553,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "LkeTgZJXwwth"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "λ         0.896003\n",
       "ECS       9.081279\n",
       "Cs       63.897388\n",
       "Cd     1045.548106\n",
       "ε         1.320151\n",
       "y         0.685814\n",
       "dtype: float64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bc = pd.DataFrame(bootpars[:,:8], columns = parameters).copy()\n",
    "\n",
    "# Bootstrap can very rarely produce unphysical results e.g. Cd < 0\n",
    "# This almost never happens but we check for those here and remove those rows.\n",
    "bc = bc[bc.apply(lambda row: all([v > 0 for v in row[1:]]), 1)]\n",
    "\n",
    "bc_uncertainties = pd.concat([bc.quantile(0.05), bc.quantile(0.95)], 1).reindex(parameters).T\n",
    "bc_mean = bc.mean(0)[parameters]\n",
    "bc_mean"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "bIHDNgeRwwth"
   },
   "source": [
    "## Monte Carlo emergent constraint"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TyXxI1cQwwth"
   },
   "source": [
    "Theory: the mixed layer depth should constrain EBM model parameters. But those parameters also have (some) strong cross-correlations with each other. Because of this, we shouldn't think of MLD as affecting the independent probabilities of each parameter, but instead affecting the _joint probability distribution_ of all the parameters. In other words, instead of finding\n",
    "\n",
    "\\begin{equation*}\n",
    "    P(S|\\mathbf{h}), P(\\lambda|\\mathbf{h}), P(\\varepsilon|\\mathbf{h}) ...\n",
    "\\end{equation*}\n",
    "\n",
    "we want:\n",
    "\n",
    "\\begin{equation*}\n",
    "    P(S, \\lambda, C_S, C_D, \\varepsilon, \\gamma|\\mathbf{h}).\n",
    "\\end{equation*}\n",
    "\n",
    "One way to do this is generate a continuous joint distribution of $(S, \\lambda, C_S, C_D, \\varepsilon, \\gamma, \\mathbf{h})$ (with the correlations to $\\mathbf{h}$ built in), and take random samples from it weighted by the probability of observing $\\mathbf{h}$.\n",
    "\n",
    "Here we generate independent kernel density estimates (we can also use normal distributions) of each parameter and the three MLD regions from the GCMs, then take a large number of random draws from each and normalize them as $(y - \\overline{y}) / \\sigma_y$. We then correlate the random draws using the [Cholesky matrix](https://en.wikipedia.org/wiki/Cholesky_decomposition) of the GCM distribution. This transformation gives each continuous random variable the standard deviation and cross-correlations found in the original dataset, _including all of the cross-correlations to $\\mathbf{h}$_. \n",
    "\n",
    "We then weight each draw by the combined probability of observing each of the regional MLD values in the draw: $P(h_{n,t,s}) = P(h_n)  P(h_t)  P(h_s)$. The pdfs of each regional MLD's observed values are assumed to be normal. Then we take a much smaller probability-weighted sample, so that we are approximately again taking a weighted sample from a continous distribution. We repeat this process in batches of 50,000 draws, taking a weighted sub-sample of 100 each time, until we have constructed a dataset of 20,000 subsamples which should represent the MLD-constrained joint parameter distribution.\n",
    "\n",
    "This method allows us to visualize each regional MLD's contribution to the constraint, which we accomplish by additionally taking separate weighted sub-samples using the probabilities of each $h_i$ individually.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "executionInfo": {
     "elapsed": 306,
     "status": "aborted",
     "timestamp": 1633023215554,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "oGJRhSVnwwth"
   },
   "outputs": [],
   "source": [
    "from numpy.linalg import cholesky\n",
    "from scipy.stats import gaussian_kde as g_kde\n",
    "\n",
    "h_constraint = data[parameters + mlds + ['F']].copy().iloc[:0]\n",
    "hn_constraint = data[parameters + mlds + ['F']].copy().iloc[:0]\n",
    "hs_constraint = data[parameters + mlds + ['F']].copy().iloc[:0]\n",
    "ht_constraint = data[parameters + mlds + ['F']].copy().iloc[:0]\n",
    "weighted_means = data[parameters].copy().iloc[:0]\n",
    "\n",
    "N_max = 50000\n",
    "N_iter = 500\n",
    "N_sample = 50000\n",
    "\n",
    "\"\"\"\n",
    "To relax the normal distribution assumption, we can pull from \n",
    "standardized KDEs of each variable before Cholesky transform.\n",
    "Note that this weakens the variance reduction.\n",
    "\"\"\"\n",
    "use_normal = False # If True, assume parameters are normally distributed\n",
    "log_log = True # If True, make joint distribution of logged parameters\n",
    "\n",
    "obs_dists = h_obs.apply(lambda h: norm(\n",
    "            h.avg, \n",
    "            scale = np.ptp(h[:2]) / (norm.ppf(0.95) - norm.ppf(0.05))\n",
    "))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "executionInfo": {
     "elapsed": 307,
     "status": "aborted",
     "timestamp": 1633023215555,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "6EdBUrCywwth"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3f50ec3528a64e8cb8c8a13b62797db5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=50000.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if log_log:\n",
    "    ensemble_data = np.log(data[parameters + mlds].copy())\n",
    "    covar = ensemble_data.cov()\n",
    "else:\n",
    "    ensemble_data = data[parameters + mlds].copy()\n",
    "    covar = ensemble_data.cov()\n",
    "\n",
    "pbar = tqdm(total = N_max)\n",
    "\n",
    "while len(h_constraint) < N_max:\n",
    "\n",
    "    if use_normal:\n",
    "        sample = ensemble_data.apply(lambda p: norm.rvs(size = N_sample)).T\n",
    "    else:\n",
    "        sample = (\n",
    "            ensemble_data.apply(lambda p: g_kde(p, bw_method = 'silverman').resample(size = N_sample).ravel()) \n",
    "            - ensemble_data.mean()).T\n",
    "        sample = sample.div(sample.std(1), 0)\n",
    "    \n",
    "    rvs = (cholesky(covar) @ sample).T\n",
    "    rvs.columns = ensemble_data.columns\n",
    "    rvs += ensemble_data.mean()\n",
    "    if log_log:\n",
    "        rvs = np.exp(rvs)\n",
    "    \n",
    "    rvs['prob'] = 1\n",
    "    for h in mlds:\n",
    "        p = obs_dists[h].pdf(rvs[h])\n",
    "        rvs['prob_'+h] = p \n",
    "        rvs['prob'] *= p\n",
    "\n",
    "    rvs['prob']/=rvs['prob'].sum()\n",
    "\n",
    "    h_constraint = h_constraint.append(rvs.sample(N_iter, replace = True, weights = rvs.prob), ignore_index = True)\n",
    "    hs_constraint = hs_constraint.append(rvs.sample(N_iter, replace = True, weights = rvs.prob_h_s), ignore_index = True)\n",
    "    hn_constraint = hn_constraint.append(rvs.sample(N_iter, replace = True, weights = rvs.prob_h_n), ignore_index = True)\n",
    "    ht_constraint = ht_constraint.append(rvs.sample(N_iter, replace = True, weights = rvs.prob_h_t), ignore_index = True)\n",
    "    \n",
    "    weighted_means = weighted_means.append(h_constraint[parameters].mean(0), ignore_index = True)\n",
    "    \n",
    "    pbar.update(N_iter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "executionInfo": {
     "elapsed": 308,
     "status": "aborted",
     "timestamp": 1633023215556,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "Kj5AgSyNwwti"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 2.5)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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gXcBHRSQJNAB3aj79NnkgqiS9+khn+BZnQRcfcW+vl1KaBziL/MUXN/Pii5vDsYAfiQhJlcZIAf/8tQW856438f73f4CPfORuFixYgOd5rFi+munveTPLH18RChKxvqUhezy3RZoYxhlQYJopn1El7+7k+AO4cEEjC76vpFI+P/vZT3jiiSeCfT6LFy9g3OSZLD/VCS3SxDBOD3OVnBukozckkchsJIoyW/PgCpoHV5AqjpEqjqECfsLDT3jUjS7LbM39SmjuV0Jj/3i4VRdlto1vHGBWzTziQbp8PB6npmYeW9fvhtKScPP9zBaNLsm4dKLuE6ssaBinjkrurQewlPczQCNJMLpzd+ZxUZFbtPRLnQtEfCXZxynLorqIe6XZD/aFVrCXDH+TrfrLVj4w7wp27tzF888/y6RJF3K83uPZN/ZTHK2NQtjH0quNJAKl9yUSVs/EMM6E88VVcr4R7ZAjJ53P2a8qBUBFSNS6+O2WskiNkaS7W/fZczKzr36k84V7nnDPZ2toaanlZz9byLybbyZJH776lUfwkr5bBA3wi0MfuVfl6pv4x8L6JlGlnSkRK4X1088wChZzlZwjBNElmUSc5ha0viHcSorQkqIwsQZIJTxSCQ+vRTPbycFFnBxchF8cz2xei4/X4nPNJaOp9pLMvGIan//855g29TJI1TFl9kRqRyVoGFGR2Yh74VZUBEVFSGlJZvMSicxmGMZpoB1snSAis0Vko4hsFpHPdTBuhoikRORdnc1pirtAmThuMEuWtM60XLJoAZNHDTpr15B4UasaJ4ZhZEd8ybl1eJ5IDPgeUANMAd4tIlNyjPsmsLQr8pjiPgNypZmnLW2/yMMv8tziZJHgFwnNlbHMlqZ+eHFmS/bxSPbxeG33QWZnWZjc/uo+Sg+naCmPZTavvimzaWUZWlmGlEe2RBGSKGqVtp+V9MKlLWAaRogK+B1sHTMT2KyqW1W1GfglcGuWcf8APAocyHKsHebjPhOioXWRRgu67yAARUEnHEn6lL9+FIATF1ZnxsVPuvNjTeHvrVijuwm8vH8jc996ActXrWbxwgXUzJ3H4WSMp3a+gT8wTqwlPOfg1QMyj6s2uzjuooZQOUt1lfu/TYx3ulBVzqQdCyE0DMfpL04OB96IPN8FXBkdICLDgduAtwIzujKpKe6zRDTtPJbuDJ9Wnr6fqVsSa2wfQaKRutxN/ULXxb3fWsxVU8cybvL1/OyPm3hh7XZSRYCAF/ZjoKg+y7cqWj0w6GnZqqqhiGu+YJa1YXROx7bLABGJZMTxYFCmA8jaTbjtH+y3gc+qakq6GDRgiruA8X3lhVVbefr1bZG9Z291W+JFliJvGJ2hdObLPtRBkaldwMjI8xHAnjZjpgO/DJT2AGCOiCRV9be5LnjKiltEhuDS0799queed9QHYX7pBBkgcTxMPT820YULxiLZ6BKp+tdnr7PYG6rDJg7le52pfWxC+NFVbQ6Vb0t54BOPtFVjuFvQ9A4cCfcF1QWiCTpto06sHZphBJy+q2Q5MFFExgK7gTuB97SaWnVs+rGI/BRXUfW3HU3aJcUtIuW42iLvBUYBD5+C4OcdabdJLB3braHbRMrCeO/iWqfMU8Xh3TyajKNxtz8RcYU0VTmF7Ef0cmN1pINOMFfJgSyhf4NC/zoibsEyR20TwzBC5DQVt6omReTjuGiRGPCQqr4qIh8Jjv/wdObNqbiD8JS5wN8ANwL/DXxJVV84nQud80QW8DTpHvvpLMZUKuNnjkX8zCXF7u0/Oqk0sy+6UNkYZF4WHw0d2ulolPK94aVbSkPF3+egs54bB4Vzpq38WKRRMfEYXnU/OHI0s6tdY+Rs0Se2UGmcbyhdiR7JfbrqImBRm31ZFbaqfqArc3ZkcT8ONAFLcH6XK4E/i8gyVTXHaBfIhN1Fix6mQsXXMMhZ3+V7Ql9JU7/wI0mnx8eaIwuaLU651g8Jv0h+ZM2xuNbtPzY+3DnkJaewNdH+4/aqKkPRDoSl0M33bRgRCizlvaOQglJVfaeq/qeqvhX4AC5cZYOIfKZbpDMMwygAxM+99QQ5LW5VfVub568Ad4nIQII2YkbHZFwPImjgS47GUle85hYLm4dUZPb5kU8k3tD+W6HBrTZxIjQBmitC67t+sBtQuT08t7G/83d7lRHTPBZDK8tgdxjvH+sXWt/a4qx0v66+9fWT5ioxzi9Ee05B5+KUo0pU9SDwtTzIcs6RcTeoho+bIk0Pjga9KYf1zeyLxmSfHOwUbXTBMtbkHidLQ390nwMR/3qw++Sg8MdUeiFz0KqwmBWekKooJT5kYLivLjyeOuRuKl5pGNHS7nVldhTYt9owzjY9VL41FxbHnU+yKLTU0bCZamz4EADiJ0Ifd+vqge7/kwPDfVVbneKPWgBeS1TZu480FQavUPGGG3xyaKiENSYkK4pIlYY3jcTqg5nH8aGD3biTDZl9ba1vwzhfKDSL29LmzjM8T7jm8nFMm3YRV105Hs8rLEvCMAoO7UU+bqMbCHpFeg3RDJzQKm6qdPfVWKOzqD0RLps7mcmjBvHaGwd4Yd12fFVKjoXfnvrBgSKO3JKPXOielO8TvnX3LKoSKZYuXshfv3Muc99+If/ypSfwfSV5SSYPgKI9x5w4EbdIrI8LMYxGnwBIzPnQLWHHOGcpsKgSU9zdRNovHI2VTrshvLrQHVFyKPRxNFY5JZ4qETwR7vvwLKriKZYuXsAHZs/l9hmTufdbi6jvF2rposBNHT8ZTdpxynzmVWOoSqSYecU0kskk8++5h+UrV3PpnAv48+qtlG8P5aAo+GpEY7uDfa2aJEezLaN1T8zvbZxDFJqrxBR3dxEostZRGYFi3rErsydWHibO9DnoFidPjIxzzcVjqCqKKN3581m+cjXTrx7PX1ZszZyTjjApPRwqV/XcxzxlyCCWLFrQrsb3+EnX88z6bRyf1Ce89n6nkEv2hIpbGt0vg/iAMAMzeSiSRm8YRrdgPu5ewgUjsivdSWMGdnJmyGu7DjB7Tusa37PnzOP1nV0qAXxKeMUleMUlVt/b6P0UoI87b39NIvKQiBwQkVdyHBcR+fegnc9aEbk8X7IUFBFFlqqrJ1VXj9e3PLMRk8xW+kYdpW/U4TXD69uzKN2583j10CEaBniZraheKapXTg6MZ7aGwdAwGJ7fsJ2jqRjLV63mG/fdx/JVqzmsMf6wbwcnBwnJ4nBLN35oGlKe2fw+xW6rrctssX6VxPpVtmqPZi3SjHMOv4OtB8inq+SnwAPAz3McrwEmBtuVwA9oU2D8fMGPdGb3tobd4qW/695eub2UV3ZupG7aJFasXM3iRQuYPXceR5tivPDydpr6h3N5zc5V4kXWO9NJO01lyv96bCnXTxrD39bM4fvrN/PCK9vx484fXj8iPCcV1FGp2B26XOInnOumVex3qv03t9XriShxW7w0eiPC6ReZyhd5U9yq+qyIjOlgyK3Az1VVgRdFpEpEhqrq3g7O6f1EF+0C90Gr4k5ZaoQUHXPRJ1//p18z7cYLmTD+Gn7y7Gb+/Op2/JgSb2h3SqtSsQPXOPdK7eg4oPzlpW1cVNTM01t3o2URcSKXTicCNfWN/ihzPvni4lBxJ/afCF5DOC4WeT2tlHif0Ifunzxp7hOjd3AuZE6eRbK19BkOnNuKO0qgxKOWaFSVieeeeYfCpJ0Xl23hxWVbqB+aIIarExltrtDSx4UNzrhyDFOGDGL9vgMsW+HCBhPHQ7NBfIg1QnFYHJC6SLn3w1ODsZEw79J97mplu0Mpq5qcto+3RCoPepFXETPlbJwDFJjiFtX8/QYILO4FqnpxlmMLgW+o6vPB8z8Cn1HVlVnG3k1QH6VfZfUV35x/f85r9htRydFdx3Me7wlOSaZo66LiwM0Qaa6gJe5e6xeF46Ktz4gJb7tqOi1NDSz43e+Yd/PNFBWX8scXV0AkomVARYIDjS2trGw/4ppWaa+4vZbADdMcyhNPt2KLRsv4kUmzuFLcBbR11UTOgc+uGylEuQpRprs/9eGVHXSn6RKlQ0fquA/875zH19/3v8/4GqdKT1rcXWnpA0DQv+1BgL5SrY98enHOSe+4v4aOjvcEpyJT1J2QVnpeVZiW3nyBc0Q3Dgi1bN3Q0Kq9+vpxvLm5kamXXUYymeSee+5h7bp1bKhP8PRrYdjgR6YN58Hlu6mdGVr7RZvD5J+W0UEziD3hvlgwtOhEKGK6mFXJobB2t9cU8YsfCP6Qm0PfTWqfi2JpW/Pkjm/N4pHPLM08b1sfXJMtdDeF+H2CwpSrEGU6KygFZ3H3pOJ+Avi4iPwStyh5/Jz3b3eFiIWabu6rTc14njD97Zcw4apJbFm/h+d2H8IPLPFYU6i450yexO+eeKJV2OATjz/OjW+/mYV1W8K5FWJNUL46VMx1Y8JrJ7a6/aVXhHHaI/seA+D1P43L7Dsx0l27fkg4T7/XQyWuRW6Btej1cNHV61vujtW3cc575lYxCpPzxsctIg8DN+A6IO8CvgQUQab7wyJgDrAZOAl8MF+y9Cay+bs9L8kXHv57yoeXsuTJxdz2kTncWOvx1S/8Bt9XKiOuFATmzJnDPffcQzKZJB6PM3fuXLb4UHIw0nxhqIsiSZaF5yaOhoqzudp9U5uPhr8AjgePiy8OTe6mV1xJ2nik/tSJEWH52LJ97pqx4eGCpvfG/uCC4bi09R0rj6yWAqkTJzCMnuZ8iip5dyfHFfhYvq5/LjFj1mWUDy9lxlXTXdbkvfNZsXw1M66ewLI/b2o1dtH6jfzzDVezbNkyli5dyqxZsxgwcCAPPP2XHpL+zIhVuBtDKlqZ0NLpje7EXCXGqZBufTbu4hEseXJxK/fH4sULmND/ApZv3kXqmomZc159bCsbR09m5ND+XHPttVT1788rB4/wzKbtNA6PfPsCV0m0UXFLVaSud0UQJdIS8TN7QYjgydBSlsE+N4wcyyXVg/E8D199XjlwgKd3bMNXJfm6G9vYP/TTV6WnO3AsnKelBWIeUhLWatHGsHZ5K6wmitGNnFdx3MZZIFBKm9ds511fqmH+vfMz7o+a2XN57P8+i8RilG0OY/qaB1fw1S8+zsU3T2bSqEH8dtUqltTtwFfNJOcA+MXKyfEtVLwSKuHmyohCPO4WP5Ol4Tc2NSjoVO+F1Qr/Y9ZNVNdDscQQEZ544gk+Nncufz3pAj76h8WcHBq8lEi0zMkRzh1SXBYusBZt2QdIm1DCSJ2U4HHbBU2JF1ljByPvmOI2Tpnli1Yx+643s2LZShYvXUTNrDmc2NPIS08sx/cVL8iwBIgfcz7yV369nldYD0DTHW7hsGxHqBRlnE+ibxNN14RWbWpH6F/2RgZlBiPdrSvL3Nx9Ei6649oBF9D/pPKlL8zn3nvv5aqrrspEsix/eTVvmzqMJ9e5AlqxxlAJHy53X7vK7aE8pYlhaGkRftQXfjISqXLAyRFd0MzZ0NgscuNsU2BfI1PcvQDf9/nK7f/GjJqpjJ86hl99aSErn9qQiSrRfWHnGhnpuup4TWFCTOVGp8iay8M5NeXRXFuccX8A9BlXm3lcf8gp8dJd4VfkRJWrXNhnigvnm9R3GIsfXcSll17Kk08+2boA1u8WcMv7xvP8QZc52dQvtOwnDXXn71w8JrMv1hRHPeHQtLDvZf914cJkrM4tjLaLRKF1ezW/wdLqjbNMAWZOWvxVL8H3fZYtXMV/f/23LFu0JqO0e5LXa/cwe95c1q5dy0033dSqANbcW+ew6+SOHpYwC1at0DgNRHNvPYFZ3L2U9MIlAJHH8aDZQcuUUZl9A152bo/9M8PQPkkK8YNFeOPDWiLDq8Kst03HnXXdXJX7m/mXQxupmXQFX/7G1yjCY926dTz++OPMu3U2sf61NB9+kneOd5b75vrQBfLS9jEApC4M3TTNlcW0lAnHJkfCE+tD102fUmexJ2LtfeD+7n2ZXVmbG0eSf7K6V8y1YnRCoVncprh7G2nFElE2rbrqBJEYidd20Zb+ZaEyj02Fvtug6WjoP9leGT5OTHQK/U0Xbcjse2bbBAD2rx+U2ff3x5/gzUPHc9nAAcTEo/wd01moz7JmyysoYyiLu5vKpX2dPILHxZdOY2zZCLbV72LV0VfxUdYmhkOxT7Jf6OJpjLhXYk1BMlI8vHZin3OlRH38tIRK2q+PdLXPgsSDOXP5yg0DLBzQOItELMNoVx0/cAGn+0O6J06xl7wR6TDf6NPvtUZ2vTW0UL2oEb/XWedPNU3K7EuUBEp1eKgQh1Yf4/WmFfxxTag8rxu7laLgvvLsjvEAtIyMIQgfG/kR+hyLseCXS7nlltncOuEyfnPwW9S1JCiuG0W/IaFfOzkrvDkd/UsVAPH68CZVPDzo0nOkKrOvbEPE359WyNFs1CzRKa1ufMkC+ws1epxCDAc0R5/RbVxadQmJYwmmXjqTz33u81x+6Qw4WsaEisLpoSHxImeJR/3gHfnDoz5z85ufs4ivObeewCzuc4y0JZk8cChjlceqqtyxY6HFLc0Xkdh1lIGrQ9fDwamh5Rk76ZTQ6IvCju6bt7qIlRsu2ZjZt2zXaACmDAv9zM+suhBwcd5vnTySKdWD0eJKRpeOYvF/L2oVfbLg8cVc+YFxvHXQf1PReBHzhm1gUsU0hpWO44XDx1l5ZD0+StU7XK2TVb+9KHOdusDzM2R1jKunjmXSmEHsemEHy1/Y7MIk06+1TbEqaJ3c06VIlLRSNh/4+YdiXd6NPJNFsfjRdPHMzhTU1VPxWlhEqrnvgPBx0HR4R6SAY9kkp/hfOTwks++dE9YAMCgRhhKemFiMh/DPk95L3xMeS363iDm31NCnrJSJt4xl/j1hItG8W2vY0PQbLi7Zhe+18IkRd3HowCCeeGQpf3XrLD4yZSyHTt7FCw1jADg2J3QBrd8zBE+EL8++jf6aYsnCBdz2wXm8+QPT+OTDS6nc5BY3++yOxEEGxLaF9cy8tPskosC7HCNuivy8wBYnjW4nqxJKpkgdPkqsXxg3XfVaGGHS1N/5vlv6hAuEdUFs9+hJ4cLnS0ecxV0SCxcVB5bWc3m/i6k84TH9sitcfZV75rNm3XKqB8Pyl1ez+HcLuOXWGmL9T7D38As8d+Ra7u43if37+zPt0hlBIs+9vPLKSwwccAN/3O0U9ox+YYjh7YNfZmr/D1J0QJl26TSSyST3zp/PS2tWM3PWcJ4LFkTLB1Vkzik+7v4CKxia2ec1uAVN73DkF0ljoMTjsUz7tVaRPMZ5RaEpbnPKGXlhbNlIFv+urVtkCYf8l/hx3Woqbp3OlrJHePLwv6DBkn1132oWPrGk1Tm//e0SEkXt+nAgeFzX76sM82ez8InfMWvWLO655x5mzZrF0oULmdJvULtzzgTPE66ceznv/eLtXDn3cjxP2nexN1/3uUkHMdwWx23kjxw/5yUWw9/2RqaUbHzcmMyxPkdd5Ej/WNiJWGPu67LpSDju6je/2m7e516bSEVDMx+fN7eVW2T2LXN5ZM8ydrW8yK7DsG9nBeAWJssTTRw6foy5t8zmnsg5c2+dw5PHfsPIUlePpU/M+abHlV+Jf7iCj3z+7/n+97/P29/+dp588km+/OUvM2LkCB469Fv+al4FE8qH89y2ep7evRVflaK9znpuqgyt8AGrXSSLjgqVvfjBe1acIFaS4Iu/+ChlQxIsWbqId/3zHGbf/Ra+9tcPdBollq5umMbK1PY+hDOzuEVkNvAdXKfBH6nqfW2Ovxf4bPC0Dvioqr7c0ZymuM9XVNv99I8uXqYpWxNduBsOpJsOO9Y+7BYLay9NcsOIcVzcfxClE3bz/L6NvGfcBRm3yJxb5lJbkeSlTRuIBzeAA0fCioH7fdhccoCJ1wsvr1vO7x5fwuxb5nKkzOe7Gxu4fpBz97xW71wcE/pO5bePLyGVSnHkyJFMnZR7772XV15Zy4eHX8mBPbBh1Sa+9qbrOTp1Gp999QFOjnK++219hmeunSx1yjXa2WfA6uC9UJhxx/WUDS1mxszLw7K6L61i5m1Xsux3Yae9qEvKKwtS9HNVOExjyT+9gtONHhGRGPA94EZc16/lIvKEqq6PDNsGvFlVj4pIDa7b15UdzWuK+3ymjaJIHQ0Vd9qvG+13WbbxMAB9doR+7xOTqvA84TvvnUdlIsXSxQv46Nx53FF1Gf/rf57kmmuGMqXman7RtIIXd7+GT4y9+50VP2nY/lbXT9SO5AMvL+aqARcw8V1T+e7u9Tyzbgu+9uWXh1xLv1suWAvAwabN1Nwyh5MnG3miTcef3/z2cf72gx9g2+bljBs7jp/++Ce84x3v4NsX3cX7lj/MVQMncuuNI9lwbB/P7d/ECXGLl+WRolfpminJPjFGXz2OJUsXti6ru2Qh466YyrJFa8L3LB077+dWwLHqfq0637dafzAlXpicWVTJTGCzqm4FCDp+3QpkFLeqvhAZ/yKujWOHmOI2QiLKIm2NR721/radAMQimYp9yoq58poJVBUlmTE9sEjnz2f5qtXcWDGaZ/9nGyvZzbELfMC5IqS/s0LL46HFX5loIFGXYvfhvjx6eA+wh6q+J+kbeBqGlbuolSdeuxSABZLi+zPivP/DH+Lk8VruvffejHvl5ltvZcumLQwbNqyNJb6ah654L82Hmln0xGL+v5vn8O4RF/HN6p/go+wYGb6uw7VucTZZ5rOu9gh/N2ce8+dH3D5z5/GzpzbhTwqjbmK1wa+TiGKO9FrOukicTtG34liFjXScXDtARFZEnj8Y9MkF9zP1jcixXXRsTX8Y6LRxp62iGGfMhElDWLKkjUW6cAGTRg7s5MzTx1fl75c/wX3bX6J0WF9Wr1vDN+77BivWrmLA4IFMnjSpXcXCdes2kDrsc8Wl0/n85z7PjMuuoLLOY3r1lA6v9dzG7RzRGMtXrebr3/gGy1et5lhTjBfWbs/b62uVBGQLnj2LdpqAc0hVp0e2ByNnS/YZ2yMib8Ep7s9mOx7FLG4jO4H1He2BmVYeqcNh44ZYUzNbn6rk9s/MaWWRzpk9l0f/czVle52p0jAwTIJpaXJW5svbw3T6+JTjTKO4VSLPnrrQB75uq/v1mNgdNl+omHaIVfVruGnhNm4YPo4pN13Ds4fruDa5j5aT9bzjHe9oZYlf9+Y38bOHftL6BvPEQga+Yzp7T7xBoig0qxqOB+6gEqF2Qgt3rVjITX0mcOGV1/ODVzazbMV2/CqIjwwLYRUfcbIV9Qll9E6E75+kf8W0hKGTaSs845oidwx5uzZu4rV3qbRV8OZyOSucQfTILogkQzg3yJ5284tcCvwIqFHVw51Naorb6DoZJRCp7dHQyPLfLeem98xs1eihbk8TK/77GSoGOH924kR15pymKqcUk5FyKi1vVOJdHWP95rGZfX5x+NeSbqAT/cl6ZIubU8tSPLVzK0/t3Mo/jrmOpQsXcO/8+TzzzDOsXr2ahQsXMvfWW9ibbGTWzXNaRa3MvmUu393zWqYRcuZ1lacyL3XwCHejWrpzE0tPBD0+xzuBmvqF70XpAdd2rfSwe32eCG8ZfiETJg5h86Z9rP7tSnxfkeFhApOkKxdGC2IFPnKNKHg6SQjqqENQu/2mzE+JM4wqWQ5MFJGxwG7gTuA9reYXGQU8BrxPVV/vyqSmuI1TJqoENJXCB77yzn9jRs00xl82ll//y1KWL3E1w7XWJcwUJ0MllDjhfMD+hHANJlmWIDbNZ8SfwnGHLg4XQeNB8azjU8JrFx1zyqol0gxi6/oDfGDOPO6dP5/rr7+eefPm8cMHH+TRjVv5waNP8p133MTy1atZvGABNfPmcSgZ48Wnd1OiJTQMiRSeSnf+KYeUusfF+8I/l+ZqP5A7vLZf5MbVjvbwRPj2nbOoJsWSRQt459/M46bbL+Ge/7uYptJIV6HX3XsRi5SepdzdRCTiK6covLaXSrVu8RYhW3q/cYbo6dckUdWkiHwcWIqzeB5S1VdF5CPB8R8C9wL9ge+Ls1CSqjq9o3lNcRtnBd9Xli1cxbKFq3pUefz51e2846rJLF+1msULF1Azdx6vHjzC955dhq/Kxx9fypvGj+GiGdfzH2s28+ym7fh69rMorp88hmpJMfPyMKNzxcrVXDVtLM+8tv2sX8/IM2fwFVHVRcCiNvt+GHl8F3DXqcyZV8XdhcDzG4DHcXGMAI+p6r/kUybjLNDJT+1WpVGDn/LJnbvDXYFij9YLiVWUI80jKNkfugyGHQ8t7uMTnF+l6tXwppAMKtIWH47siyn/9LOlXDtlDFMmXc/P/riJP7+ynbJAOTdVwV8Ob+Plg1sBKAdSwWUSxyLzBK5rr58Qfzhw90TWWr2ke10lEW9kU1A9IFkOk8YMYsnCBa396YsWMG7y9bywYmvmnLrR7kKxIaHfqOSAi7qJ14XvhZ6IRKqUFIMnrZtGpNp/JrlK16ZdXVndJ11ZBD3fXC0KkiqsKlN5U9xdDDwHeE5V5+VLDqOHyaIQ0goj2uhAWpKQTCGbdmb2xSvDxcn+B52SSvULfdEnh7nH8YZQkST7uOus3r2Zv1Q5BZmoC//oWsqcmyLqs0wfL9sXumlayoOby0SlqM4NLol030mddPNU7AxdHCcHBd2HyoUtGw7wocBlEw0h/Mkzm6kdEyrRyq3umsVHw3ma+yUCGcN1gVhtxAef8iEex6sK68z46eSpLAocQBKBrzvqkongFQdhiWerHss5FpNeaLVK8mlxdxp4bpxHZKtaeDKyIHfyJKRSYcQE4EWUTFqhxIcOzuyr2O++vto3jOyQxvCc0oEuCsOL7Kt43SnpZFVoraZKnCItPhjK02ebu17sTUMyStVLhn8usaZgAdEL/dVFJ93cA57fx9Yn93Fy/FhWrFjN4sULqKmZx9HGGMtWbqOiLnwviurdTSxq0aVKguid0vAXR7IijDpJHKgHEbRfmE6fVpPaGIkCijZWDhS6Vx6+V+mqkVFrvDM3l6ZS2a3yc0A5d0ge3GlnQj4Vd1cDz68WkZdxITKfUtX2xS+M8xK/ubmdxZ46cKjVGE22ZOqNQ+uf//G0RR9dTB3krNhoa7fk+GEAeMeztDpTSOx3ufCJNyK9K0udIk1Wh4qwZI8b55eX4gNf/dxvmH7DZMZPupJf/3wdqx59iX6+4vcPLeXoDSSN1+KURGJXGHbZPKJf5JxSNOahxaFil74u+1OHhFZ6NBQxHbWiJ0NlnlbiGrGyvcAyj95AT2vN4lxS5AXY5V00T3cSEfkrYFbgeEdE3gfMVNV/iIzpC/iqWicic4DvqOrELHPdDdwN0K+y+opvzr8/53X7jajk6K72NTd6EpOpa3RJJsmSz5AjwiLcH/mOB53oiUS5UBxYsy3tQ+76DS7l6IFA2UX/VoK5NeI+kbSbIipiVN50eF88Ek4ZnB+NE/Zj7hyvMRLvnYgoT4Xq/sUcPRhRzOk0++h7EU29T8uWLR0/+rrS8rZKxZfsY9tQiN+puz/14ZWdRWh0Rt++I3T6lR/PefxPf/j8GV/jVMmnxd1p4Lmq1kYeLxKR74vIAFU91Gbcg7jCK/SVan3k07kzQu+4v4aOjvcEJlPXOFWZ0jHK4Cxvt7N9E+W0fxfIKDApCxcD07VDoqn8aQV3+xeu5rH7o9nMwfWCxUIZGKmeeOSY21ecaDceQINGxhLxTWcKew0NVz7laFDtKqo8iyKvtbKMd370otZyBcWstCm0nmVIOKemf6lEwtrScvqRhc90caxcjZYlSBRKHa9td+yOb83iV5//Q3jNZMs5kxB03ixO0rXA8yHAflVVEZmJc9V1mjVkGBBR1q12RpooB3pPG1LtFIZkibjwj4XKKKPsVTPuhahLIaPAItEy6aYU0Xk6JbDCM8oaMgo76tbQVCSm+8hRaJoIkeMZuaI3jUhUSubmFGmckVbyUlIcjgsUtkQyOVu5moKaKl4iAelfG5lfGm1+DYnXzs2SiTjqaPGy0JS9aqsbXiGQN8XdxcDzdwEfFZEk0ADcqfny3RjnHx38wbdNImo3Np3qn0plrMtoWnp6YS86T/KQawMXiywARn3FsSBKJlodME30RpJRhBE3TLQIlZdIgGrmehD5dRFVlLH2LqTU0ePtfp1EX1cazVH0KlN8rLS9b77V+bkyPXsphdblPa9x3F0IPH8AeCCfMhiG0YaeLFh1tq/dHWGH51Mct2EUNNE/8mj1vWx//NkKbnVAq5DGiGXayi8czJmpJdLckrGEMzHVHVm9qlkLU/mtIkSyWNJZLOG2+zSVah0iGF0jSI+JhGpmzlft0NJud0z94PVHFmuzub8KgfPFVWIY5y3RuuYnsy/yZYZmUXSZG0Qnvt7ojSS6UJs53sVkmpzKPLheK2WaxWLO3Jy8sFph+ubTTo4uWMU5/eLZ6Cb/txSYB9cUt2H05OJXR9c+BbnOyFI9lcXAjDKPLgIHij8Sapjz5tN2uixyF5zVrYC5SgzDMHoPgobNowsEU9yGcb5zpr84ztKvhoLGXCWGYRi9CIsqMQzD6G1o9lIBPYgpbsMwjI5QzFViGIbR2zBXiWEYRm9CydmgoqcwxW0YhtEhaq4SwzCMXoctThqGYfQiVFvXRi8ATHEbhmF0hrlKDMMwehG2OGkYhtELMYvbMAyjF2E+bsMwjF6IRZUYhmH0Js6jZsGGYRjnBFp4zY9NcRuGYXSE+bgNwzB6IRZVYhiG0ZvouHt9T9BxJ88zRERmi8hGEdksIp/LclxE5N+D42tF5PJ8ymMYhnHKKM5VkmvrhHzowbwpbhGJAd8DaoApwLtFZEqbYTXAxGC7G/hBvuQxDMM4HRRQX3NuHZEvPZhPi3smsFlVt6pqM/BL4NY2Y24Ffq6OF4EqERmaR5kMwzBODXWuklxbJ+RFD4rmyekuIu8CZqvqXcHz9wFXqurHI2MWAPep6vPB8z8Cn1XVFW3muht3JwKYDGzs4NIDgENn7YWcHUymrmEydZ1ClKsQZZqsqhVnMoGILMG9tlyUAI2R5w+q6oPBuWdND0bJ5+KkZNnX9i7RlTEEb8KDXbqoyApVnd6Vsd2FydQ1TKauU4hyFapMZzqHqs4+ExGyTXkaY1qRT1fJLmBk5PkIYM9pjDEMw+it5EUP5lNxLwcmishYEUkAdwJPtBnzBPD+YFX1KuC4qu7No0yGYRjdSV70YN5cJaqaFJGPA0uBGPCQqr4qIh8Jjv8QWATMATYDJ4EPnoVLd8ml0s2YTF3DZOo6hSiXydSGfOnBvC1OGoZhGPkhrwk4hmEYxtnHFLdhGEYvwxS3YRhGL8MUt2EYRi/DFLdhGEYvwxS3YRhGLyOf1QFHisifRGSDiLwqIp/IMuYGETkuImuC7d58yWMYhnGukM9aJUngn1R1lYhUACtF5Pequr7NuOdUdV4e5TAMwzinyJvFrap7VXVV8PgEsAEYnq/rGYZhnC90S+syERkDTAOWZTl8tYi8jCuq8ilVfTXL+Zmyromi4iuGDh6S81qxohiplsJqM2QydQ2TqesUolyFKNOOXTsOqerAM5lj1lvK9PCR3K9r5dqmpWdYQfCUybviFpFy4FHgk6pa2+bwKmC0qtaJyBzgt7guEK2IlnXtK9U6cfeMnNe74/4aHvn04rMk/dnBZOoaJlPXKUS5ClGmHezYcaZzHD6S4qWlo3Iejw3d1FGt7ryQ756TRTil/QtVfaztcVWtVdW64PEioEhEuv1NMAzDyIWitGgy59YT5M3iFhEBfgxsUNV/zTFmCLBfVVVEZuJuJIfzJZNhGMapokCSwnIB5dNVci3wPmCdiKwJ9n0BGAWZcobvAj4qIkmgAbhTrVyhYRgFhKKkCkwt5bMe9/Nkb8kTHfMA8EC+ZDAMwzhTFGjB72kxWtEtUSWGYRi9FQVa1BS3YRhGr6Kw1LYpbsMwjA5RVZrPFx+3YRjGuYAitHS8XNftmOI2DMPoAAX8wjK4rayrYRhGRyjQjJdz6wwReUhEDojIKzmOv1dE1gbbCyJyWWdzmuI2DMPoBF8l59YFfgp0VMtkG/BmVb0U+ApBeY+OMFeJYRhGB/gIzcRO+3xVfTYotJfr+AuRpy8CIzqb0xS3YRhGB7g47m5zTnwY6LRSlyluwzCMDhFSHSvuASKyIvL8waCi6aldReQtOMV9XWdjTXEbhmF0gEt579BVckhVp5/JNUTkUuBHQI2qdlpozxS3YRhGB6gKLXr6Pu7OEJFRwGPA+1T19a6cY4rbMAyjAxRInUEAnog8DNyAc6nsAr4EFEGmSuq9QH/g+64aNsnOLHhT3IZhGB2gCC16+qpSVd/dyfG7gLtOZU5T3IZhGB2gCM15dJWcDqa4DcMwOsHvvnDALmGK2zAMowN8s7gNwzB6F6qckY87HxSWNIZhGAWH4FtZV8MwjN6DAs1mcRuGYfQeXDig+bgNwzB6Da6RQmFFleRNGhEZKSJ/EpENIvKqiHwiyxgRkX8Xkc1BEfHL8yWPYRjG6ZC2uHNtPUE+Le4k8E+qukpEKoCVIvJ7VV0fGVMDTAy2K4EfBP8bhmEUBPmuVXI65M3iVtW9qroqeHwC2AAMbzPsVuDn6ngRqBKRofmSyTAM43RIqZdz6wm6xccddH+YBixrc2g48Ebk+a5g397ukMswDKMzzsvFSREpBx4FPqmqtW0PZzmlXT9lEbkbuBugX2U1d8yvyXm9fiMqueP+3Md7ApOpa5hMXacQ5SpEmf7wqV+f8RxucfI8iuMWkSKc0v6Fqj6WZcguYGTk+QhgT9tBQTeJBwH6SrU+8uncnX3uuL+Gjo7nGy+RyDz2m5uBnpcpGyZT1yhEmaAw5SpEmc4GhWhx5zOqRIAfAxtU9V9zDHsCeH8QXXIVcFxVzU1iGEbB4FLez5+okmuB9wHrRGRNsO8LwCjIFBBfBMwBNgMngQ/mUZ5uIW1lG4Zx7nAmrhIReQiYBxxQ1YuzHBfgOzhdeBL4QDqwIxd5U9yq+jzZfdjRMQp8LF8y9ARRV4lhGL2fs+Aq+SnwAPDzHMdPOSzaMie7AymshQ3DMLqOIiT901fcqvpsEFmXi0xYNPCiiFSJyNCO3MamuM8ymkq1emwWuGH0fjqpDjhARFZEnj8YBFR0lVMOizbFnWf85ma3umEYRq9EFVo6trgPddbctxO6FBYdxRT3WSZqcbclPnxY5nFyd7uoR8MwChBFSOY3Q7JLYdFRCqvk1XmExAorLtQwjOykE3BybWeBUw6LNou7G0lb2aa0DaMXoWe2OCkiDwM34Hzhu4AvAUVw+mHRprjPElFlHHWXSCyW8WBly6o8nTkNw+g+FM7IVaKq7+7k+CmHRZvi7iFi1f0yj1NHjvagJIZhdMR5V6vkfCKXRaypVGZ9OGplxyg77TkNw+g+XBx3YS0HmuI+y3TFvSGxGP7xtoUSDcMoSPTMXCX5wBR3non6uHMRKy8HIFVX1w0SGYZxKpir5DygK+4Nr7QUAKkoR0/kVta2OGkYPY+5Ss5h0lYztLac0wo3rYQ1lUKbm/H6V7v9FeUk9+7rRkkNwzhV1Czu8xuJxdBUCv/Y8U7HmpVtGD2Pmo/73KVD/7Q6JRx1feRKwola5oZhFAJCylwl5xex8nLwPLzSUjRH0k184AAAkgcPdadohmF0EXOVnON0tKAoiQTa3OzGBOMkUdRqTGzQQADzextGgaAKKd8U93mF39AA6uM3NGSUugRRJanjx1tlUHbkSjHXiWH0DAqkzMd9bpIp2er7mX1treZ0GKAf+MPjo0bgHzwMkHGjpA4czLeohmGcEmetCuBZwxR3nomGA/oNDWgqRay8HKmucscDhd12UVJiMSTaPSdwqVhdE8PofnxzlZyjpC3mLihWv6EBdjfglZZmlHNagcdGjsDffyAcB3iVffMhsWEYXcD5uM1Vcm5SWgK0UbLNLe0iSWLl5W6Bsk0vyrTFnRrUF6/W1TGR0hJI+TBiSDguUuPE/N6G0T2cSfdBEZkNfAeIAT9S1fvaHK8E/h8wCqeT/4+q/qSjOfOmuEXkIWAecEBVL85y/AbgcWBbsOsxVf2XfMmTb5I7d7V6Hs2kRDwkkcgau512oaT937pyPRIsWGpzixtz7AQAqd25m2JY/Ldh5AdF8E/T4haRGPA94EZci7LlIvKEqq6PDPsYsF5VbxaRgcBGEfmFquYs2p9Pi/unwAPAzzsY85yqzsujDD1G24QcicWQAf3dYyD1xq4sZzmLXVMpGDYI3bLTjS+ykEHD6DH0jIpMzQQ2q+pWABH5JXArEFXcClSIiADlwBEg2dGkeVPcqvqsiIzJ1/yFSqyyEggjR9wTn1RdHV5gDXvlZXiBRa6BHzvjzwYYMzz73GNGwcmG7MeGDAasCbFh5IXTd5UMB96IPN8FXNlmzAO4vpN7gArgr1XVpwN62sd9tYi8jBP4U6r6ag/Lc9p4bXzWrYgHbozMAmbutmWaSkHa0g7mTG3fmTmeyzduGEb+6CSqZICIrIg8f1BVHwweZzux7W1gFrAGeCswHvi9iDynqjmL9vek4l4FjFbVOhGZA/wWmJhtoIjcDdwN0K+ymjvm1+SctN+ISu64P/fxvCGRzye6khGP0W9ouZMp6vJItmSfJxYDXzPnurE5/Na+3/prUVQEzS3gea3HZKHH3qcOMJm6TiHKVYgy/eFTvz7jOVRBO/ZxH1LV6TmO7QJGRp6PwBmqUT4I3Bf0ntwsItuAC4CXcl2wxxR39G6iqotE5PsiMkBV2xXsCO5eDwL0lWp95NOLc857x/01dHS8u0hb4JJI8M4vv5lHPr0440aB0EWSzqJMW+Pa3Exs3Bg3KK10U+7/tF9cEgkI3C7pxcioq6RtidlsC5eF8j5FMZm6TiHKVYgynS3OIKpkOTBRRMYCu4E7gfe0GbMTeBvwnIgMBiYDWzuatMcUt4gMAfarqorITJx793BPyXO2aOsy0ebmjAJOHXelXCUWC5VpQ0NGeWfOOXzEjQtqdkf92tlcJZpKkdq3H2jdTSd6HcMwThdBTzMBR1WTIvJxYCkuHPAhVX1VRD4SHP8h8BXgpyKyDvcb+rPZDNgo+QwHfBi4Aef/2QV8CSiKCPsu4KMikgQagDuDnwrnDH5zM7GLJ4cx3mmlG4tlLOa00vYGDwJAa2vRuno3bqiLHkkr8tiYUbQMqwIgvtbdkNOLoLnCDdOkFbxhGKfBGWgmVV0ELGqz74eRx3uAm05lznxGlby7k+MP4FZTzyn8HKVbvdLS0L3R3JxJ1Mk0Da6ry1QPTLs9OFYHzc2Z70zjuP4knlkLgLTJptTIOAhvEn5zc+i2sVhvwzh1lNO2uPNFT0eVnPPo69ugaYJ7EiTbpAtSRf3RmRoliQT0CVwnQZectJIvOt4UKt2+FW58oPilvMzNk7bWI/jpUrKGYZweVmTqPES1leJM+6Pjo0ZksiEzDYSrqyBQvm37VRbtPsQVf3UtEy4ZxeYVW1j+5MuZ3pV+4E5piylswzgLFJgT1xR3nvGbm1uFCnqJhPNHB9UBM+MaGpy1ffxEZl+myUJZGZ4nfOEHf0NZf2HJ0kXcfs9cbvr4jXx19tfxfUUSidBPfuhwZk7DMM4Qc5Wcp6QzJyOVAP3A0s5YxNEok8DtkaG+nuk3XkzZQI8ZMy4nmUwy/975rFi+mis/MIuXnn6tVeRJOrTQi0SrpJV4pnFDPPzoO+raYxgGUGCKu7BqFZ7j+M3NzgIPam1LIoGUlyHlZXjV/fCq+zmlnfLdFo9DPI42NDL+gqEsWbKQZNKVMEgmkyxevIBxkwZDSxJKil1ESm0t3rCheMOGIgP6k6qr61AZtyqGZRhGVkRzbz2BKe7uQJxVGx84gPjAAS6qZPAgvMGD0Lp6tK6e1L79pPbtxz9eizY0oA0N+IeP4B8+glSUs2XTAWbPmks8sJTj8Tg1NXPZsvUgWlZMqn85Ulrqwgvr6zNbfMxoiHSYTx056mqGp8IaNl5pKZpKmbVtGNlQcRZ3rq0HMFdJDxCr7ucUa4R0nHVs+NBMZEgmfG9gP5av28uNuxtY8dIqFi9ZSE3NPE4cVZa/tBVNxIntOxpGlMTc/Vj6umgUb9jQTNZlxn0iXquuPNnwPI8ZNVOZMG0sm1dvY/niNfg5UugN45ymwL72pri7BXFKMh26F8Rrp2mlOFN+qLhHuxIH0uBitL/xdz/liusnMf6SSTz2739hxdMbaB7jknTigKTPKy52cxW5j9ffERYnyyxYRoqPeYlEu/hzz/OY/9g/Uj68lCVPLuZd/zyH2X/3Fr5y+7+Z8jbOPyyqxIAwYzKd+RgbMwoA3X8wVOQtgTsjsM6PvWkCL+6s5cWdr6DxGAzrT+ykK1bVNKiM0n2Bwq6saHW+JBKZWlSZuQOLOxczaqZSPryUGVdNDxdDl61kRs1Uli1cdaYv3zB6DwpSYIuTp6y4gxojd6rqt8++OOcoqq2SYNIFpjSVCiNN9rvu7lJRTqyiHP/wEfToMbdvqAvzq1j6Srup0xZ06bgxECxc+lt3AOANHOAGxWKcvH4yACWLV2Zk6oiJl49jye8Xt14MXbqI8VPHmOI2zj96o8UtIuW42iLvxfVFezifQp2rRF0iXlBbxBs2NDx+9BipkQORNRtbn3fA1ZuRinL0RNCgIX0TmBF0hdt3jOaLnNXuFzkfd+LQSXfsyNGMwvYuGO/2lRQjE8fArqA4VfALIHX8OJ7nMX3OZXh9L2X+/Pkkk0m3GDprDr/60sKz8E4YRu+ip6JHcpFTcQe90uYCf4Prl/bfwJdU9YVukq1X09WMRX9PEM+dXjRcuR4FYsOHkhriYq69jZFGChXlzrJOx2F77idc0/gBFB1x1nftZLcoKX4w5zVT8JqdX9oH4q9uh8YmdNN21yqtuXVt8CtvnkFLvIk3Nu9k2bJlLF26lNtuu43mIymWL15zCu+CYZwDKAUXx92Rxf040AQsAQbg2u38WUSWqarFjZ0hbSM5JIgE8S6alGkOLOs2u4PBTaBlwlCKXnMLjf4w5wZJlbpjjdVFtJS5x5XrgrKwjRGFXHui9XWLE3jjRqO79raTZfzU0Sx5cjFfvOeL1NTUMHXqVNatW0f9upQtTBrnJVJgX/uO4rhLVfWdqvqfqvpW4AO41jobROQz3SJdLyYdF62pVCaOO2qFx4YPJTY8dJO4+O1GZO9BUrv3ktq9N5Okk54ntuI1KCuDsjL8ohh+UYyiF9ZT9MJ6KpfvxWtRvBZ1ij4Wc51wPA/df5DaN02g9k0TMgk/iKAxcRZ8KpXZvESCrW/UMnvWHDzPY+HChXzzm99k0vjJbF69rSfeSsPoebSDrQfIaXGr6tvaPH8FuCtoH393vgU7l5FYDP9g654R6QYJGkmWyUScBAq+cfIQiv/yGgDxlsCarnJddbS8hFRFnKumjWXihEFs3HGAVx9bj+8rLeOqqdjkKg0mh7lO8/g+Ut8Enhd24QkWOlc8/Ro3/fUVYcz4rDmc2NPYyk0SLRtrGOcyomdmcYvIbOA7uEYKP1LV+7KMuQH4Nq5nwSFVfXNHc55yVImqHgS+dqrnnddoa9eIplKZ8DxJJPAbGvACZS19+4adb1rC7EY9dJjE84eRYUPcjsYmAI5fNwaAit2NfPOut1HW32PJkoW8f/Zcaq+ezPz7F+HVpzh6aRUAidpAjpiH368Mb98R9r/nIgAGrHZhh8lVG/jqrf+HGTWXM+7SCTz6f55h5Yvb8EYMwwOSO3dl5IqWqDWMc5bT9HEHa4Xfw60T7gKWi8gTqro+MqYK+D4wW1V3isigzua1OO4eol3lvqASoL//QKbhQroOtzY0uufV/TK+an+E+2wrlzklesnd11PW32PGzEgRqhWruebiMTy1fSfNFe6LVzc8+MhTilfbgD+kmiFPbHf7Aj+7ThqLAst2nuClZ54EaFf4SlOpsOGDYZzjnEFUyUxgs6puBRCRXwK3AusjY94DPKaqOwFU9UBnk5riLhBSR44CuFomgaJO7wPXDNg/cjTjUvGOOuv4xOXDAbi4rJwlS9sXoRp70XUUvbqd42OdRT/w5eD4BUUcuGEo5XtaaA6iUCqfdGGI2j/orrN+S+gKOZ7p7exqmzQ3k9q338Wil5ZmUumtlKxxztG5q2SAiKyIPH8waHAOMBx4I3JsFy7QI8okoEhEngYqgO+o6s87uqAp7gLDD9LW/YYGYhdNAkCOOV+3V1WZyYrUhPvoKlbtBmBLn1Ju+8c5reOuZ8/j0R+voeRQMyVHAsUaxHjHT6YYsKaW2onlNJe5fdv/4UIAqte7b2nfHSV46c46Qcigtk2Nb9O82DDOSTq2uA+p6vQcx7L5WNrOFgeuwHV6LwX+IiIvqurruS5oirvAkFjMVQ9MJNCt7kYtQQ1tPVEHTc63zQjn6/YHVgHw/OF6bqyPsWLFahYvWkBNzTwOa4zfxQ6RGF1CUb37rpRvr8PzhBEThvOufxrFGy9u57kte/B9ZcCq4KZR7Nw20q8Kf88+ILhpEC5gpq1uwLl2YjG88jK88jKSBztsUG0YvY4zWJzcBYyMPB8BtF0Q2oVT/vVAvYg8C1wGmOLujXgDXQRIOgJFYjGSF41pNSZW5xR5YuMBvvHe/2D6W6cw7uJLeOzbL7Bi2TaG+Aq+z545LjKlaXgZ//KZOVT3VV5e+Ttu/8Bc3tp8OV/47hL8IlebO22VV5xsxp/mUuW9PUcDmdJp9F7YDKKLVrdVGzR6Lafv414OTBSRscBu4E6cTzvK48ADIhIHEjhXyr91NKkp7gIjVVcXNhAO2phJaYn7v3818eONWc/T8hKSRWW8+MpeXnrOJe74/Z1bZePdfRjyjPvmXTV1LH37pJg2LVjEnD+fFStXc90Fo1l6wNU4KT7uxtaPqaB+qPuKDN7mLO/USFeN0FsfxnSn5YuGMkZdKH5zs1UbNHovZ9AwQVWTIvJxYCkuHPAhVX1VRD4SHP+hqm4QkSXAWlxy84+C8Ouc5E1xi8hDwDzggKpenOW44GIb5wAngQ+o6nlbvSg+fmzmsf+G81unQwijLcjSWZUEC5g61CnSA9f2p99Gty9RGywQBgpxzGNK0XFXt2T8vCHtOuksWryAQTXXUvG1rQCUHHIukD3XlTJwTVB9cIpbBC3e7rIy/YmjiB04lpFLj9dmFHi21zbzLRdatUGj93IGtoWqLgIWtdn3wzbP7wfu7+qc+eyA81NgdgfHa4CJwXY38IM8ytKryLQ4C0hnTqb69XGx3S3JTFuzlupSWqpLGfjSMRKb9pHYtM/V4S6Kc3BmFQdnVlF0ooVUWZxUWZxXDh9k1px5rTvpzJnHrj8fpqE6RkN1jL3XlLL3mlJKD0BzZYzmyhjHxhVzbFwxtTOHcNHdV/Ped89kxvUTkKZGNIg40YZGtKGR+PBhGZm9kU7hj58yjCVPZq82aBiFjOB83Lm2niBviltVnwWOdDDkVuDn6ngRqBKRoR2MP6dJbtmW2WLl5a16QXpVlXhVlcTeOIg/pNptQVuzxNYDJLYe4NDlVejxWvR4LcnqMpLVZQxevJPBi3dyYkwpXrOP1+zzyoLXqav1WPPyy3z9G99g+crVHGmJ8dzG7ZwYAyfGQFGd2/q93kDtSI/akR4lx3z6HFe+8fHZ/M1NE9iTXMftn72Bzz3+CXTqRFKXTiB16QQkiD3P0NgEjU1sWbOD2TfVtL5hzJrDljXbu+09NozTooN+kz1VNbAnfdzZ4huHA3t7RpzCJXXgYMZ/HEt3t0lnVwYuk8rtTSSnTQQgfiRovHDNCAAOXAFle1xUUtKDe7+5kM9+7EoGD7qa/3xpM8tWbUdVKQ5us2kf9/6r+3DT0NFMHjWIFdceQICKcp8Zl0f84ytWM3PGWJb9eRPe5l0QyBcbNBA92ZCJQln28J+48Z2XsWLZShYvXeTS6Hc3WLVBo3dQYMswPam4uxLf6AaK3E1QH6VfZTV3zK/JOWm/EZXccX/u4z3BKcsk7R64xgcCSPAjqaio3Tl+ifs4NRjiJYO30wfeHTyMuzlP1B+mKdbClBKYepkLLWwJ4rnFBxHhLddcQUtjAwsXLOCfbrmFAQMG8ZOfPtTa3bFkIbfeMZtRExRS4zNZn5lGDV4gTLKF1zavZ2RyBG+//kb27djPG9t38a5vzQrGnyOfXTdRiHIVokx/+NSvz8o8hVYdsCcVd1fiGwEIspAeBOgr1frIpxfnnPSO+2vo6HhPcKoyRasIti25Gp84PnzS1JTpT5maNIr4MbcAqTGnnKXehQqemDaEojo3j/hOod7+4XF8e99uNK7ET7rxpUGibWM13DBpLDMb67lyqrOu77nnHtatW8ff3XUX8++5h+bm5kyn+UcfXM1Lz26kaWgFhy520ST917tFzZI/bwhfV3UVsDYjsx/JxtRU6pz47LqLQpSrEGU6K/RgFcBc9KTifgL4eJC7fyVwXFXNTUJ7Zd3qWLobTjqDcqxb/MMT/DLnpth3jfMz993hLOM+u09yclgfAJr7BpmTDcrAl31qR3qMeMop0K23u/NizXDhsEE8uWBRK+v6N7/5DR++6y42vP46//PLh5kzex61tR5P7z+AP7EKPy4MW3aSGVeNZ8LtQ9m8aR+r9p7A9xVJ+nCydTp8uhZLprlxFjLt3rK8Jx0dM4yzyXljcYvIw8ANuDz+XcCXcCUL06Ewi3ChgJtx4YAfzJcsvZW2lnd8+LCMtUrKfZNk43bABYg2XO9S1iu3OWVbtsH1sdSSIpr7usXOo5OddR07maRq5UGOjx1MS5VTnOX7heumjOHSvgOJHRLedsvNzL/nnkwK/axZs3jmmacZ+9YhlM68nu9u28TT27fTZ4S7GTQOh2997B2U9/VZsmQh73rPXG667RIWPr2Ri/qUsXnZRlb84RVIp9GnX0saL2xgbErZKCTOG8Wtqu/u5LgCH8vX9c9VZIBblNRDQZebEUEgTkuSWNCeLFYfWMkDnUXrl8QyKe+JY05xt4wsYte8wUhMuPymyUweM4irLxpJsvk4i5csZNbceQwYOJh169bxm9/8hlmzZrF7924mXHgh312+kRVLdlJ/1Um8YcJbY1OYPHIQzWN9ykSZcYVzr3z5y19mz549TB47gGefe4bbP30Ds+66ga996tfOCo+8Lj1yLPvrjcUyoZFtb2Sm1I1uoQBdJfmM4zbOkFZddHA1r9MhgxlO1MOJevTQEYrX7qB47Q7ibxwk/sZBmvslaO6XYEdNMcXHWig+1kLVVp+qrT5ei1JxAP7j7jfzntkTObz1eWJSzxtvbOeeL36RKy+fxr59e4n37ccHPvghtmzZwsixYzlarqxJvkzDIKj+YxkPjruN979lAsdee5a3FVWTiHv4vo/nefzxj39k3759PPSTHzNu3Dje2LWd8mrh4ndeRt24vmhdPVpX71L6E0XgCV5lX5dwlO7iE4u1qj6YRmIxYkVxrrp5Bu+9551cOfdyPM++zsbZR7BwQOMske6OI+miT5V9IZ25GIQIlhxwx0Y8VcrxMc4dUrk9KFIlcNXlYyg7UsTMK6a58L577mHZsmXU1NSwcOFCFi9YQOWU69n4xkFGXTeIJYc28PTTb+BrJUOu2M+0YVdRVZxi5jR3/r3z57Nu3TrmzZtHKpWioqKCSy+91B27916WLVvG65s2MGHCUJ5fuy3TMKJxXDWla99wETNBFcJ0VcJUpJStJBKZwlaeJ9zz609SPqzEUuiNvHPeuEqM/BJ1G/jNzVBX7zbIhOTJtsCVMGBCRmGnFbjXrFxS2Z+lixa0WoBcunQpU6dOZenSpcy+eR4PHNzAU1Wb0VXuen32FgHCyc2DedM/eSx9uPX5jz/+OD/8z/9g08bXWbRoUbu5//ZDH+JrC/9C7SiPRK1T3KUb9qL9KyEeg3FBoNFe55+XSyejaze2eu2xieOY+ebJlI/o07pxhKXQG/nCXCVGvsm4V0YMgRFDKNlbx/7pxeyfHkZvtJR7vFR0hFlzW6e/33bbbVx22WW8tNplVK488QoVfRuIHYkTOxKn8eIGGi9u4Or3r+Kpv/jt0udvmjeXX23ZxqHh1dTc3H7uA43NvPzkVvru9CndcYzSHcc4fMNImoZWoEUe0pxEmsOUfq+hJdNoOdNw+fBRxo/u167myuKli5gwbVxmXKyyMrMZxmmjhZfybhZ3L6Vtk15v8CBSb7g2Zl46XT6o563NzYwock0Zjl4UhBHGlD/s28btscmsWL6axYsXMHvezZz0StjXdxh/Wr6ZpcWv4R8O2qeVB9/QI075rzo4kvpXt3PHlMmsWLuKxU+4Bc1DEuOBP7/I9Ote4xOj/o6X1qxm6YKF3PqOecT7p3h0zz+x/7KrAWHvda5s7eBl0Ng/jh8XWgY62WNBaCO+j051pWVlTWB5V1WyZdsRbrt7DvPvjTSOmDWHX395yVl8lw3D0VO+7FyY4j5H8PdEQuCD3pGMdo18veYkus1VHCwe7tLiE7Uw/PctfH7zUqbeOZQp867iRy9u4vkN27nqvSthAJT+8nJKD7tv7LGJQT/KuHt+6GAVN7x5BGuTh4i1eBS97ToWec/x6La99LlQeWHTWF7c/Ef++pL+TPirS/m3lZv4Q9NGfL0cb4zzvWudy/5sLosTbwIEkn0CCz0oX6tFMVJ93LiiwO/t9y3lpTU7uenQpa070e9uYPmS1eF7UleXs1Z4R0lOhtEW83EbeSGtfDSVCvtXBsrJP16Lf7mL8e6z22VXStKn+FADO/4mxdqHdrOW3dSOFaiEF/a4ErPNV9WhcTdvaquzvPvsETwR/rXmZqpJsXTBAmbNm8ehhMcnf9lEfBqA8ND1PwHgQ3/6MHCEp2/8N65tcPN+6cVbAEgcCGp9v3c7u49X4vtD2DHHydzvFdf1Bw/6rwsyQke70EdpSaHA1z/6/7hi+ijGXzKJR+97ihVProWKioz/L927EzqOC/cSiVb7TZEbrVDOqFaJiMzGlbCO4Wpt35dj3AzgReCvVbXDXH1T3OcwmZTyWAzv5dddTPQUpzz9Io+GoX24YP5+tr0vyL4MvpwnX6sCYMRTSSq+4Nwt6zcHLhMPrrtgDNWkuDISTfLS6tVcNX0U637tJqm6zFnVsSPuK1blxfn3zW8B4JIxzvo/OtSF+G3YMpxE3yb8mDDkL06GQ5e4//tuhcYBQYPkFmd5l+52ETV+Uwsv/f4VXvr9K+i44TB+JN5h95pTQXce/5pL8V5Ym3lP0v7u1PHjbk7rmWl0Qjoc8LTOFYkB3wNuxJX5WC4iT6jq+izjvolruNApprjPEaJWYtQNAM7HnY6DlnWuO45XP5o+L2yi4bpJvKthGBMmDmFN41H+vG47JQfcgt++q4rYsTNwtwRzfexDT3BF//ex9Eeto0mWLFzAJXOv4l+/+gkArv3u/wZg1I3O7/532+dRW+dkSMScrCVxF/qX6NtEansZjPCY/ikXEbJkqeu92lIOeye4r2ky8LNP/IVTtrVvG0usyf1FVb6w073WSHhkus1bJhsz2pCizXsUTfQxjLaka/ycBjOBzaq6FSAo8XErsL7NuH8AHgVmdGVSU9znMOnokmht7wyJImTsML728RspqxaWLF3EB2rm8s5pk/j0j5fiq1K1STkSd7HhzQOcsk1IkmNNG5l1899wb7Sj/Nx5bOr7ay5/5qMA+JOcUq5tcufHPZ8Blc5SfnjKzwC44ff/CEDxriJ+9bf/xr7XPs13tjiXTmLKcTyE6TMv4vKmYby2+wBLK9fjq3JghvN1V21u4cQoZ4VXpmO306UA+lVRtOeYex8Chd22Q336PZJEAs8TrqyZxvipo9m69TArnlqPf/p/rMa5hJ6Rjztb+eorowNEZDhwG/BWTHGfv7T10abq6trVAKGhiRkjyinrBzOuvCKMhV6+mjdNGM0LK7dSse4AJ0ame1u48776+3fgifCfc2Dl2lUsemIhs+bN40DCY/7yOE9d/10A3v6LzwDw7Oz/B8Andr+Fvzx6GQA3nfh7N2Xc/TXolDo+tO5vuTvZnwGVzo1y15i/8KZ+X6HhUCULn1jMh+bN5c7K0Xxl83+xfYArmHWiuYimoG/D1o+MA2DY8045J0s9io+6m0dRo4thl2an5P26+swvEL+hAUm28MVH/5HyocUseXIxt31iDje9ZyZfv+unp/sRGOcaHd/DB4jIisjzB4OKptC18tXfBj6rqinX0bFzTHGfJ0QXL9OMnzq6fTuxxQu4qM9U1q07gB49xrDnnE/YTzhnSUu5+8p8cvhjXKmXcuF11/O9LZt4esc2Jl52kH/ccTsAnpuSK374SQCGvnkX9SOcou7fxy0aHt3lLOc+1fV896KHOf76JzPukz/v+F9Ma+7HlUFT43vvmc+rryxn8WV1/NfwXwHw/3ZfyaadrpZ4fL9Tyjtmu//7r4P6wU7W/i2uL6cEVnls92EoCRKRjh5j5k2XUD6spPUNbNlKrpg+CkSyLl5aVMr5RScW9yFVnZ7jWFfKV08Hfhko7QHAHBFJqupvc13QFPf5iiqbVmzmXf/cJha6Zh6PffsFaGxCiovxGpwFGz/iFOr2Dw8AoOIPffnDBVv5w+6tVK/16IuwccBg2OdcI995t4sq2do8CIDvvfpmvGpn+R495hQ2g5wCLy9u4ltv1HBrcyVzR7rm1lJ7O0sXtE6weew3S6ge+376Tf8E4HFZ38t47/WD2Fy3m0cW1+OrMnB10L3nxmYuuN+5ZmovdBEqpQfda4kVFbmWariyuOPfdDFLli5ql8wz7rLxtFDX7q1rq8iNc5wzc5UsByaKyFhgN3An8J5W06tmOoWLyE+BBR0pbTDFfV6zfPEaZv/dW1q3E3ujnmUP/wnfV2KDBiKb3KIfQe3sif/lvjJHplZRVJtuteP+i8V9EuNcVMc3t7o+0ftWO4u4zwXHuHmii7H+xV+uAaBsq7NaD8xMcXjNUJouLGbZUefyGF2yiffeMreVH/3md9SwvfyX/MOSd/PDN83hPUU+S/9nAbfPnccNc2N8/PGl+EGcuRwr4sjlLqW+qdL9/Nx7nVvUjNcNZ+RTTnEXv7aXrS9u4rZPzG2XzPPYD1cyYkACb+Rw/D373ItMlxOwxczzhjOJKlHVpIh8HBctEgMeUtVXReQjwfEfdjhBDkxxn8f4vs9Xbv83ZtRMZfzUMfz6y0tYvmR1ZlFOTzZkLEsJXAupcvd/otZn2PPODDl0qXNPVPyhjKY5LsyudqHzjSenJDPXW/jGRQBMnOz82K/H3ZjYrjKax7XgFyvLt4zGE2FYXRV9avqz6uWXWfDEE8y+eR77GmN8/qHB3HDDKAY0+1x5eSQccc1qrrlqOMuOuyiW4RfuY5c3GICSQ0FHID/s9NNSFrg6LhjKn/ce5cYTHitWrGbxogXuBrankeWPPMeIC9+E7j8YKuwgCQiAI83Ex48ltX1nZpemUq1S7NNhh0bv5gyiSlDVRbj+A9F9WRW2qn6gK3Oa4j7P8X2fZQtXZS3MlI7C8Bsa8GpPABDb74o/VQzonxlXPMrFgffd2cKh553SOukMbQY/5xTkwZoSite7BcG3vnslAJs2uvPUUyrXFBGbLsSOJ/jB22sY6Cf57f/8F3915x28664Pcd/q59j44x2Uq3LRgEEsXdAmHPF3C7j84uv5c7lT3KmHBlN8ofspkG7JNuRFN765byzj/y494sZ88duLuerysUxJXMyjP17DiudfJ1l/EtTPvA9SXtaqW0+sut8pvddGL0VBCswzZorbyE0WP27GAvdT4DmlPHjBdgCOXzOK6o1OOdY2uq/WgRmB9d4So2l8khuGj6NUP8P6Y/sY/NJefFUa+gvHpzeRKvOZ5Y9jYEuKmUEn+Xu+eA/LV6+m6ECMk5UCCPt/f4D3zJvXLhzxoec3Z3yRkoLywBBOBdVu917jfhmM+FMjZbvdwLpR7uCxYTGWHNzJ2kV7OTZjMFzUj0qZBCUl+JdfSOz1YLJ0957DrpGF/8busDYMrqVctLNPNBQzVVfX7rnRSyiwyFBT3EZOoj7cdBo9BPHhu/dmFFa6NrjXMpKyzW5c4rg7NuQZl66+e94Avn3nLKolxZLfLeAj8+Zy9BOX8clfLqV+aApt9qBUmDh+IEsWtramFy9cwIQbr2XJyU0A/PHlncxOXcjyVatZvHABNXPncSQZ47mN22m8KDjvyqMcX+cWUvuvc3InS9Jt21o4PsnJd3Kg21f9mlt8PXztEKpXHnYnSHp8c6ZO+O45zv0y8GX3y6Jo9RY3NFGUqYeeTrWPJj4ZvRg9M1dJPjDFbXSJqFWZOn7cKe82i3MVf96CH1ib8QNOiaWbJczpM5L+qWSmfva98+ezfNVq3jZ0DC+s3Eq/dfWU3JViwxsHeF9Na2t69tx5fH/jJqrWuq/rsbE+/9/TS3jz2DFcdun1/OjFzax6dhvFqgz7g3N9JEsHMKjB/bEdH5MukOXkPDStgpIjQaJO4Pfec52zxqs3aKbpsqQURKidXEllrbsBDV8QFPMqCiYbUA2BGymT/JNuaEG6s31AGws7PnRI5nFy774c77xRCFiRKaNXkm2RzU+nlwf1PqJWeRoJOrtfVF7ern72koULuKz6Kp4tFfzSBHgev9+/g7lcwPKVq1myaAGzbp7H8ZMx1i3YTu1Up4hHLXFzrBqzna2bXanXRNwp5+3znPumeq2gQbRL83R3M+m30CXuVG5uoGGQU86DVjn5jkxxlnH9YCFR6x4n+3ikSjwqtkYUblHrP5nGcf0p2eiscVqcXOkaMbFBAzPKPPN+BIo8V4/NzDiLEy8YziSqJF+Y4jbOmKxhccG+1L79aCrF5ude5fYvtq2fPZfHvvcSA1+upaWqGPVg0EsN3LficS6ZM5lJE67n0Z+8wp/27kFUGfas++s5ODVIsnk1Sf1Qd9MoqncKctxvnRJNJTyOXBBEuzzl/NKHL3Hn99lfRMlhJ19zZWBprw9uQk1Jaie4Xxf9Vh0idu0QpKklUyrX3xEsfk6/AIDEkUbo06YfZtr/ffhIq/oosfLy0P+dKCJ14GB4TpvaKW3xOkjbN/KMqrlKjHOX9MJbtkW35U++zE0fuDaMGZ89l7ojyooXt+Idr6O4vgxpTlG01jVCXr//hKvCE4tRPNBZysW7nSVbVOf8y8cmJGgOUt69Jqf4yg44BRtrUob+OYiE2ebcG4MDWTSVQse6iJayfW5OLXU3gOaBfUgFBQNTfUsg5lF7YT8qn3bFuSRorRarawpfXNrSDmK9vcA9RHkZ/i6XJJdRzM0tLs2+E0WtkXjxzsYa3UBh6e38Ku7O6tCKyA3A40C6bfljqvov+ZTJ6B7a/rxP1p/ka3/9XWbMmsq4y8bzq3sXsPKPr2ZixpMTh6BFsYybwRvh/L9S30jxQeeCabjUKc2mfkH/ywM+QxY6C7hltEtrL9rhrFitqqBxqLuRFMVHAHByqPM9lxxuRmPOt1188Ji7TmAJFx87QfFuZ916qRSjRgzlI28axJbSClb8aT3JTdvdC7pogvv/tW34wWv1BrrFUE2X0z0RqRETuEjS5WaltBRtc4PzshQDSy/8Ri3ttu+tuVXyjAbrHQVE3hR3V+vQAs+p6rx8yWF0H539jE82NvGXx5fxl8eXtdofHzWCxNYDyInBYWz03oP4x2uRIYPQE055lbz4uvs/cFvo6KEkRzhlmXZ5NE11ZWj7LFlD8+TLAYg1OWXWd81+d96hIzAyWBgscucRabrQMLoKzxP+5bNzqKqG1et+x23/aw43vXs6X73tX/F9zdT99i8Ym8kujbpB2r32YS7uPZ62zg8fQWKx1jVQgjUDTaUyStwrL8+4aVJHjjqXSXMzSOfuFePscT4tTna1Dq1xjnC6KeDJnbuCR5eQPHgICBc8W0YPJHYwCM9LpSCVymQversO4AURHLFXnVskrfxk4hgq1wXntXFlSCIB23e3ktkLUvr9YQMo3XHMdZGv8Jk2LdJF/qVVzPzbG3npmY1w2P0K8A74aLq7Tts+oKNHkNq01cl3oiEzP7hFW7+txR3I4OYKFjzTbeg6wSztPKPnicVNF+rQBlwtIi/jKmZ9SlVfzaNMRi8hrVDludUZxZhpP1ZX375ZcqDoM8rvSC3a1NTqPP8y1zA5vmM/GkS7pP3RfrCgyPp6mq6Zwugrx7bvIr9kIeNGT+Glw0fD7kKAN8yl7muk76eUlsKJemLDg7K4J1w4of+ai/smi7WcjsqJDRqIH3mcuU5pKVJagjewPxQliA0fir/PpYV25j7pqHWb0QlnVmQqL4jm6U4iIn8FzFLVu4Ln7wNmquo/RMb0BXxVrROROcB3VHVilrnuBu4G6FdZfcU359+f87r9RlRydFdh1YcwmbrGKcskmX8cquHTWBxSyWwn4Faagsfp+sfpv4PiBCRTjBo7nOHjhjBt2tRMFMyaNWvYtWUfO7ftDsf7qXDKdPx22lqOzhsPbKRkRCaNaIOISMSLINnS+pjntTqv3/BKju6ujexr83ccLescnTuPhmMhfqfu/tSHV3ZQcrVL9O07QqfP+HjO43966vNnfI1TJZ8Wd6d1aFW1NvJ4kYh8X0QGqOqhNuMeBB4E6CvV+sinF+e86B3319DR8Z7AZOoapypT24iLtlZ4Nh9w2vpsm/XZ9jzPE774yP9izeo1/O53v6Nm1hyObT/Jt+/8SWZB1W9ubmXJtg3Zk1islfsjefBQ9m5EZG92kc315JWWos3N/NU3b+JXn32yoCzoQvxOnS3kPHKVdFqHVkSGAPtVVUVkJq5A6OE8ymScQ6Rbs3V1bFTR+3V1rc5NK9S00k02NvGVd/xf/vev7mJIw1h+/eUlvLRwJdqmQ0n6BpA6fjyTkBQf78or6/6D7ZKSZMTQzOPUpq1Zu8tLBw2M/YYGd4MQD0kk0IaGjJsouqiZlqmjiBOLRukiqnC+xHF3sQ7tu4CPikgSaADu1Hz5bozzjo6UUbb2bm3xfZ+dW9/gka+GVuSpRHLI4IGwfWerayVf29TpPJZkU3icVwk4ndWhVdUHgAfyKYNhpDkbVmU7hZ+tFEAQvdKRAu6KLGlLup3LJJVyVmAwR6tiYG3kOZWbl5GDM1yc7EI+y3uBzwZP64CPqurLHc1pmZOGcZZJu0xOF02lMko76/zNzaBqHXi6k9O0uLuYz7INeLOqHhWRGtx6XrYIvAymuA2jADGlXFikG02fBp3ms6jqC5HxL+ICOTqka9H9hmEY5ysK+B1sMEBEVkS2uyNnZ8tnGd7B1T4MdBqaYxa3YRhGBwjamcV9qIM4bsmyL6vfRUTeglPc13UmkyluwzCMjlDg9ItMdZrPAiAilwI/AmpUtdOQaHOVGIZhdIKo5tw6IZPPIiIJXD7LE63mFhkFPAa8T1Vf74o8ZnEbhmF0iMJpLk52MZ/lXqA/8H1xCV7JzlLoTXEbhmF0xJm5SrqSz3IXcNepzGmK2zAMoxPOp1olhmEYvR+lXdPnnsYUt2EYRofoedVIwTAM49zg9DMn84IpbsMwjI6IFPQqFExxG4ZhdIa5SgzDMHoRtjhpGIbR2zj9BJx8YYrbMAyjIxRT3IZhGL0OU9yGYRi9CNWCa/NmitswDKMzzqdmwYZhGL0ei+M2DMPofRSaqySvjRREZLaIbBSRzSLyuSzHRUT+PTi+VkQuz6c8hmEYp05QqyTX1gn50IN5U9yRtvQ1wBTg3SIypc2wGmBisN0N/CBf8hiGYZwWinOV5No6IF96MJ8Wd6Ytvao2A+m29FFuBX6ujheBKhEZmkeZDMMwTgkNokpybZ2QFz2YT8Xdlbb0p9q63jAMo9tRX3NunZAXPSiap+IpIvJXwKygLQ8i8j5gpqr+Q2TMQuAbqvp88PyPwGdUdWWbue7G/YQAmAxs7ODSA4BDZ+2FnB1Mpq5hMnWdQpSrEGWarKoVZzKBiCzBvbZclACNkecPquqDwblnTQ9GyWdUSVfa0nepdX3wJjzYlYuKyIrOGm12NyZT1zCZuk4hylWoMp3pHKo6+wxOP2t6MEo+XSWdtqUPnr8/WFW9CjiuqnvzKJNhGEZ3khc9mDeLu4tt6RcBc4DNwEngg/mSxzAMo7vJlx7MawJOF9rSK/Cxs3zZLrlUuhmTqWuYTF2nEOUymbKQDz2Yt8VJwzAMIz/kNXPSMAzDOPv0OsUtIiNF5E8iskFEXhWRT2QZc4OIHBeRNcF2bzfJtl1E1gXXbLea3d0p/iIyOfIerBGRWhH5ZJsxeX+vROQhETkgIq9E9lWLyO9FZFPwf78c53aYLnyWZbpfRF4LPpvfiEhVjnM7/JzzINc/i8juyGc0J8e53fle/U9Enu0isibHuXl5r3LpgZ7+XnUbqtqrNmAocHnwuAJ4HZjSZswNwIIekG07MKCD43OAxYAAVwHLulG2GLAPGN3d7xXwJuBy4JXIvm8Bnwsefw74Zg6ZtwDjgATwctvP+izLdBMQDx5/M5tMXfmc8yDXPwOf6sLn223vVZvj/xe4tzvfq1x6oKe/V9219TqLW1X3quqq4PEJYAO9J9uyJ1P83wZsUdUd3XS9DKr6LHCkze5bgZ8Fj38GvCPLqV1JFz5rMqnqk6qaDJ6+iIun7VZyvFddoVvfqzQiIsAdwMNn41qnIFMuPdCj36vuotcp7igiMgaYBizLcvhqEXlZRBaLyEXdJJICT4rISnHZnm3pyRT/O8n9x9UT79VgDWJVg/8HZRnTk+/Xh3C/jrLR2eecDz4euHAeyvHzv6feq+uB/aq6KcfxvL9XbfRAoX+vzgq9VnGLSDnwKPBJVa1tc3gVziVwGfBd4LfdJNa1qno5rtrXx0TkTW2OS5Zz8h7WIy7w/xbgV1kO99R71RV66v36IpAEfpFjSGef89nmB8B4YCqwF+eaaEuPvFfAu+nY2s7re9WJHsh5WpZ9vSq8rlcqbhEpwn1Yv1DVx9oeV9VaVa0LHi8CikSko1oDZwVV3RP8fwD4De4nWZRTTm09S9QAq1R1f9sDPfVeAfvTbqLg/wNZxnT7+yUifwvMA96rgUO0LV34nM8qqrpfVVOq6gP/meN6PfFexYHbgf/JNSaf71UOPVCQ36uzTa9T3IFP7cfABlX91xxjhgTjEJGZuNd5OM9ylYlIRfoxbqHrlTbDeirFP6dV1BPvVcATwN8Gj/8WeDzLmK6kC581RGQ28FngFlU9mWNMVz7nsy1XdB3kthzX69b3KuDtwGuquivbwXy+Vx3ogYL7XuWFnl4dPdUNuA73s2YtsCbY5gAfAT4SjPk48CputfhF4JpukGtccL2Xg2t/MdgflUtwRdW3AOuA6d0gVx+cIq6M7OvW9wp309gLtOCsnQ8D/YE/ApuC/6uDscOARZFz5+AiBrak39M8yrQZ5/tMf69+2FamXJ9znuX6r+D7shanYIb29HsV7P9p+nsUGdst71UHeqBHv1fdtVnmpGEYRi+j17lKDMMwzndMcRuGYfQyTHEbhmH0MkxxG4Zh9DJMcRuGYfQyTHEbBY+IpKR1lcPPBfuLROS+oBLcKyLykojUBMc+FFSlWxsc61W1KAyjI/LaAccwzhINqjo1y/6v4KrEXayqTSIyGHiziIwAvoirHnc8SIse2H3iGkZ+sThuo+ARkTpVLW+zrw8uWWastqlRIa7O+UPAFaqa6j5JDaN7MIvb6A2UtinU/w1cGc+dbZV2wMvAfmCbiPwReExVf5d/MQ2jezDFbfQG2rlKROTSXINVNRXUHZmBq0P+byJyhar+c16lNIxuwlwlRsHTiatkjLpC+h2dPx34iapekkcxDaPbsKgSo1eirnrfj4F/Dyq8ISJDReRvRGSYtO7nORXo9s4/hpEvzOI2Ch4RSeGq46VZoqqfCxT2V3E1oRuBeuBe4DXgJ7iKcI3AQVwVuy3dKrhh5AlT3IZhGL0Mc5UYhmH0MkxxG4Zh9DJMcRuGYfQyTHEbhmH0MkxxG4Zh9DJMcRuGYfQyTHEbhmH0MkxxG4Zh9DL+f8ucSRRI2IjcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(2,1, figsize = (6, 6), sharex = True, sharey = True, gridspec_kw = {'hspace':0.1})\n",
    "cmap = 'viridis'\n",
    "\n",
    "sns.histplot(x = 'ECS', y = 'λ', data = rvs, ax = ax1, cmap = cmap, bins = 100, stat = 'density', cbar = True)\n",
    "ax1.plot(data['ECS'], data['λ'], '.', ms = 10, mfc = 'k', mec = 'w', label = 'GCM')\n",
    "ax1.set_facecolor(mpl.cm.get_cmap(cmap)(0))\n",
    "ax1.grid()\n",
    "\n",
    "sns.histplot(x = 'ECS', y = 'λ', data = h_constraint, ax = ax2, cmap = cmap, bins = 100, stat = 'density', cbar = True)\n",
    "ax2.plot(P_obs['ECS'], P_obs['λ'], '.', ms = 10, mfc = 'k', mec = 'w', label = 'GCM')\n",
    "ax2.set_facecolor(mpl.cm.get_cmap(cmap)(0))\n",
    "ax2.grid()\n",
    "\n",
    "ax1.set_xlim(2, 20)\n",
    "ax1.set_ylim(0, 2.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "executionInfo": {
     "elapsed": 308,
     "status": "aborted",
     "timestamp": 1633023215556,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "jNrBKrc9wwti"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, '$S_{4\\\\times}$ [K]')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "v = 'ECS'\n",
    "name = r'$S_{4\\times}$'\n",
    "get_var = lambda df: (True, df[v]) if v in df else (False, None)\n",
    "\n",
    "_, constrained_var = get_var(h_constraint)\n",
    "_, simulated_var = get_var(rvs)\n",
    "constrained_var = constrained_var[\n",
    "    (constrained_var < simulated_var.mean() + 4 * simulated_var.std())  & \n",
    "    (constrained_var > simulated_var.mean() - 4 * simulated_var.std())]\n",
    "\n",
    "_, n_constrained = get_var(hn_constraint)\n",
    "_, s_constrained = get_var(hs_constraint)\n",
    "_, t_constrained = get_var(ht_constraint)\n",
    "\n",
    "fig, (pax, qax) = plt.subplots(2,1, sharex = True, gridspec_kw = {'height_ratios':[3,1], 'hspace':0.05})\n",
    "\n",
    "pax.hist(data[v], color = 'lightgrey', fill = True, density = True, alpha = 0.5)\n",
    "sns.kdeplot(constrained_var, color = 'k', fill = False, alpha = 1, ax = pax, lw = 3)\n",
    "sns.kdeplot(n_constrained, color = 'blue', fill = False, alpha = 1, ax = pax, ls = '--')\n",
    "sns.kdeplot(t_constrained, color = 'red', fill = False, alpha = 1, ax = pax, ls = '--')\n",
    "sns.kdeplot(s_constrained, color = 'green', fill = False, alpha = 1, ax = pax, ls = '--')\n",
    "\n",
    "def boxplot(v, color, ax, y, scale = 1, alpha = 1):\n",
    "    ax.hlines(y, *v.quantile([0.25, 0.75]), color = color, lw = 8* scale, alpha = alpha) # 50%\n",
    "    ax.hlines(y, *v.quantile([0.125, 0.875]), color = color, lw = 4* scale, alpha = alpha) # 75% \n",
    "    ax.hlines(y, *v.quantile([0.025, 0.975]), color = color, lw = 1* scale, alpha = alpha) # 95%\n",
    "    ax.plot(v.quantile(0.5), y, marker = 'o', color = 'w', ms = 4 * scale, alpha = 1)\n",
    "    ax.plot(v.quantile(0.5), y, marker = '|', color = 'w', ms = 8 * scale, alpha = 1)\n",
    "\n",
    "boxplot(constrained_var, 'k', qax, 0.6)\n",
    "boxplot(n_constrained, 'blue', qax, 0.2, scale = 0.7, alpha = 0.9)\n",
    "boxplot(t_constrained, 'red', qax, -0.1, scale = 0.7, alpha = 0.9)\n",
    "boxplot(s_constrained, 'green', qax, -0.4, scale = 0.7, alpha = 0.9)\n",
    "\n",
    "xloc = qax.get_xlim()[1]\n",
    "qax.text(xloc, 0.6,  r'${\\bf h}$ constraint', ha = 'center')\n",
    "qax.text(xloc, 0.2,  r'$h_n$ constraint', color = 'blue', ha = 'center')\n",
    "qax.text(xloc, -0.2, r'$h_t$ constraint', color = 'red', ha = 'center')\n",
    "qax.text(xloc, -0.6, r'$h_s$ constraint', color = 'green', ha = 'center')\n",
    "\n",
    "[pax.spines[s].set_visible(False) for s in ['top', 'right', 'left']]\n",
    "\n",
    "qax.set_ylim(-0.9, 1)\n",
    "[qax.spines[s].set_visible(False) for s in ['left', 'right', 'top']]\n",
    "qax.get_yaxis().set_visible(False)\n",
    "qax.set_xlabel(f'{name} [{units[v]}]', fontsize = 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "IJhafyp7wwti"
   },
   "source": [
    "The Monte Carlo constraint preserves correlations (for instance between $C_D$ and $\\gamma$) while the bootstrap approach does not."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "executionInfo": {
     "elapsed": 309,
     "status": "aborted",
     "timestamp": 1633023215557,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "0J8smIZHwwti"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "done Prior\n",
      "done KDE\n",
      "done integration\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "done bootstrap\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Bootstrap posterior')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2, figsize = (8, 8), sharey = True, sharex = True, gridspec_kw = {'wspace':0.15, 'hspace':0.15})\n",
    "axes = axes.ravel()\n",
    "xvar = 'ECS'\n",
    "yvar = 'λ'\n",
    "cm = 'hot'\n",
    "\n",
    "kwargs = dict(x=xvar, y=yvar, shade = True, cmap = cm)\n",
    "sns.kdeplot(data=rvs[::100], ax = axes[0], **kwargs)\n",
    "print('done Prior')\n",
    "sns.kdeplot(data=h_constraint[::100], ax = axes[1], **kwargs)\n",
    "print('done KDE')\n",
    "sns.kdeplot(data=linear_const[::100], ax = axes[2], **kwargs)\n",
    "print('done integration')\n",
    "sns.kdeplot(data=bc[::10], ax = axes[3], **kwargs)\n",
    "print('done bootstrap')\n",
    "\n",
    "\n",
    "[ax.grid(ls = ':', c = 'w') for ax in axes]\n",
    "\n",
    "axes[0].plot(data[xvar], data[yvar], '.', ms = 10, mfc = 'k', mec = 'w', label = 'GCM')\n",
    "axes[1].plot(P_obs[xvar], P_obs[yvar], '.', ms = 10, mfc = 'k', mec = 'w', label = 'adjusted GCM')\n",
    "\n",
    "for ax in axes:\n",
    "    ax.set_facecolor(mpl.cm.get_cmap(cm)(0))\n",
    "    ax.legend(facecolor = 'none', labelcolor = 'w', edgecolor = 'none')\n",
    "\n",
    "axes[0].set_title(r'$\\bf{Prior~distribution}$')\n",
    "axes[1].set_title('Monte Carlo posterior')\n",
    "axes[2].set_title('Linear posterior')\n",
    "axes[3].set_title('Bootstrap posterior')\n",
    "\n",
    "# fig.savefig('Posterior_PDFs.pdf', bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "executionInfo": {
     "elapsed": 308,
     "status": "aborted",
     "timestamp": 1633023215557,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "x_ZAnOrYwwtj"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(1950, 1, '${\\\\bf 1pctCO2}$')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xticklabels = ['$\\lambda$', '$S$', '$C_S$', '$C_D$', '$\\epsilon$', '$\\gamma$']\n",
    "dates = utils.generate_dates(1800)[::12]\n",
    "t = np.arange(150)\n",
    "obs = data[parameters].values\n",
    "loc = data[parameters + mlds].mean(0)\n",
    "scale = data[parameters + mlds].std(0)\n",
    "\n",
    "fig, axes = plt.subplots(2,2, figsize = (10,8), sharey = True, gridspec_kw = {'width_ratios':[1, 1.2 * len(parameters)], 'wspace': 0.1})\n",
    "\n",
    "([ax1, ax2], [ax3, ax4]) = axes\n",
    "\n",
    "palette = mpl.cm.get_cmap('Greys')(np.arange(6)/6)[2:]\n",
    "\n",
    "for s in sources:\n",
    "    for p in parameters:\n",
    "        if (p in parameters[:2]) and (s == 'AWI-CM-1-1-MR'):\n",
    "            continue\n",
    "        else:\n",
    "            ax2.plot(p, (df.loc[s, p] - df[p].mean())/df[p].std(), \n",
    "                     marker = sourcemarkers[s], \n",
    "                     mfc = sourcecolors[s],\n",
    "                     mec = 'k',\n",
    "                     zorder = -2,\n",
    "                    )\n",
    "\n",
    "ax2.errorbar(\n",
    "    x =  np.arange(len(parameters)) - 0.15, \n",
    "    y =  np.repeat(0, len(parameters)),\n",
    "    yerr = abs((data[parameters].quantile([0.05, 0.95], 0) - loc[parameters])/scale[parameters]).values,\n",
    "    color = 'k',\n",
    "    zorder = -1, \n",
    "    alpha = 1,\n",
    "    label = 'GCM 90% range',\n",
    "    fmt = 'o',\n",
    "    capsize = 6,\n",
    ")\n",
    "\n",
    "ebar_kwargs = dict(fmt = 'o', ms = 4, mfc = 'w', lw = 6)\n",
    "\n",
    "def plot_uncertainty(ctr_vals, errs, x_offset, color, label):\n",
    "    x = np.arange(len(parameters)) + x_offset\n",
    "    y = ((ctr_vals - loc[parameters])/scale[parameters]).values\n",
    "    yerr = (abs(errs - ctr_vals) / scale[parameters]).values\n",
    "    ax2.errorbar(x=x, y=y, yerr = yerr, color = 'k', elinewidth = 0, capsize = 4, fmt = '.', ms = 0)\n",
    "    ax2.errorbar(x=x, y=y, yerr = yerr, color = color, label = label, **ebar_kwargs)\n",
    "    \n",
    "plot_uncertainty(linear_const[parameters].mean(), linear_const[parameters].quantile([0.05, 0.95], 0), 0.2, palette[0], \"(1) integration\")\n",
    "plot_uncertainty(P_obs[parameters].mean(), P_obs.quantile([0.05, 0.95], 0), 0.3, palette[1], \"(2) constant residuals\")\n",
    "plot_uncertainty(bc[parameters].mean(), bc[parameters].quantile([0.05, 0.95], 0), 0.4, palette[2], \"(3) bootstrap\")\n",
    "plot_uncertainty(h_constraint[parameters].mean(), h_constraint[parameters].quantile([0.05, 0.95], 0), 0.5, palette[3], \"(4) KDE Monte Carlo\")\n",
    "\n",
    "mld_labels = [r\"$%s}$\"%m.replace('_','_{') for m in mlds]\n",
    "\n",
    "ax1.plot(mld_labels, \n",
    "         ((data[mlds] - loc[mlds])/scale[mlds]).T.values,\n",
    "         'o', \n",
    "         mfc = 'none',\n",
    "         mec = 'grey', \n",
    "         zorder = -2, \n",
    "         alpha = 0.5)\n",
    "ax1.errorbar(mld_labels, ((h_obs.T['avg'] - loc[mlds])/scale[mlds]).values, yerr = (delta_X / loc[mlds]).values, fmt = 'o', color = 'k')\n",
    "ax1.set_title('(a) MLD ranges')\n",
    "\n",
    "xl = ax1.get_xlim()\n",
    "ax1.hlines(0,-100, 100, 'k', lw = 0.2)\n",
    "ax1.set_xlim(xl[0] - 0.2, xl[1] + 0.2)\n",
    "ax2.set_xticklabels(xticklabels)\n",
    "\n",
    "xl = ax2.get_xlim()\n",
    "ax2.hlines(0,-100, 100, 'k', lw = 0.2)\n",
    "ax2.set_xlim(xl)\n",
    "\n",
    "ax1.set_ylabel(\"Normalized scale\\n$(~x - \\overline{x}~)~/~\\sigma_{x}$\", fontsize = 12)\n",
    "ax2.set_title('(b) Updated parameter estimates')\n",
    "\n",
    "ax2.legend(bbox_to_anchor = (1,1), title = 'method', edgecolor = 'none')\n",
    "\n",
    "gs = axes[1, 0].get_gridspec()\n",
    "gs[1:,:].width_ratios = [1,1]\n",
    "# remove the underlying axes\n",
    "for ax in axes[1, :]:\n",
    "    ax.remove()\n",
    "ax = fig.add_subplot(gs[1:,:])\n",
    "\n",
    "for f, run, c in zip([utils.EBM_abrpt, utils.EBM_linear], ['abrpt', 'ppt'], ['orangered', 'cornflowerblue']):\n",
    "\n",
    "    boot_T = bc.apply(lambda d: f(t, *d[0:2], *d[2:4]/C_yr_to_m, *d[4:6])[0], 1)\n",
    "    boot_T = pd.DataFrame({i:boot_T[i] for i in range(10000)})\n",
    "    top90 = boot_T.quantile(0.95, 1)\n",
    "    bot90 = boot_T.quantile(0.05, 1)\n",
    "    top66 = boot_T.quantile(5/6, 1)\n",
    "    bot66 = boot_T.quantile(1/6, 1)\n",
    "    mid = boot_T.mean(1)\n",
    "\n",
    "    ax.fill_between(dates, top90, bot90, alpha = 0.3, color = c)\n",
    "    ax.fill_between(dates, top66, bot66, alpha = 0.6, color = c)\n",
    "    ax.plot(dates, mid, c = c)\n",
    "\n",
    "    ds_ens[f'ΔT_s_{run}'].rolling(time=12).mean()\\\n",
    "        .plot.line(x = 'time', color = 'lightgrey', add_legend = False, zorder = 0, alpha = 1, ax = ax)\n",
    "\n",
    "    ds_ens[f'ΔT_s_{run}'].rolling(time=12).mean().mean('source_id')\\\n",
    "        .plot.line(x = 'time', color = 'k', lw = 2, add_legend = False, zorder = 3, alpha = 1, ax = ax, \n",
    "                   label = 'ensemble mean')\n",
    "\n",
    "ax.set_ylabel(r\"$\\Delta T$ [C]\")\n",
    "ax.set_xlabel(\"time [yr]\")\n",
    "ax.grid(linestyle = 'dotted', zorder = -1, color = 'lightgrey')\n",
    "ax.set_title('(c) Constrained warming')\n",
    "ax.set_xlim('1845', '2005')\n",
    "\n",
    "ax.text('1850', 8, r'${\\bf abrupt-4xCO2}$', color = 'orangered')\n",
    "ax.text('1950', 1, r'${\\bf 1pctCO2}$', color = 'cornflowerblue')\n",
    "# plt.savefig('figures/parameterUpdates.pdf', bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Pn5e5wtwVMRI"
   },
   "source": [
    "# Figure 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "executionInfo": {
     "elapsed": 309,
     "status": "aborted",
     "timestamp": 1633023215558,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "ZuES_A2cVMRI"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x336 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from utilities.curlyBrace import curlyBrace\n",
    "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n",
    "from matplotlib.dates import date2num\n",
    "\n",
    "importlib.reload(utils)\n",
    "\n",
    "# Time-series ΔT plot\n",
    "dates = utils.generate_dates(3000)\n",
    "fig, (ax1, ax2) = plt.subplots(1,2, figsize = (14,14/3), gridspec_kw={'width_ratios': [1.75, 1], 'wspace':0.15}, sharey = False)\n",
    "ds_ens.ΔT_s_abrpt.rolling(time = 12).mean().plot.line(x='time', ax=ax1, color = 'lightgrey', add_legend = False)\n",
    "ds_ens.ΔT_s_abrpt.rolling(time = 12).mean().mean('source_id').plot.line(x='time', ax=ax1, color = 'k', lw=2, add_legend = False)\n",
    "\n",
    "# Make inset\n",
    "axins = inset_axes(\n",
    "    ax1, width=2.25, height=2, loc = 8,\n",
    "    axes_kwargs=dict(facecolor=\"white\", anchor = ('S')))\n",
    "\n",
    "image = plt.imread('figures/ML_inset.png')\n",
    "axins.imshow(image)\n",
    "axins.set_axis_off()\n",
    "\n",
    "# Gregory plot\n",
    "utils.plot_N_T(datasets['CESM2'], ax2)\n",
    "\n",
    "# Annotation\n",
    "curlyBrace(fig, ax1, [date2num(dates[0]), 7], [date2num(dates[1788]),7], k_r = 0.02, color = 'r', \n",
    "           str_text = 'EBM model estimation')\n",
    "# curlyBrace(fig, ax1, [date2num(dates[12*135]), 0.5], [date2num(dates[12*145]),0.5], k_r = 0.1, color = 'r', str_text = 'Final AMOC depth    ')\n",
    "curlyBrace(fig, ax1, [date2num(dates[0]), 0.5], [date2num(dates[12]),0.5], k_r = 1, color = 'r')\n",
    "curlyBrace(fig, ax1, [date2num(dates[0]), 4], [date2num(dates[int(ds_ens.tau_s_EBM_2.mean()*12)]),4], k_r = 0.2, color = 'r')\n",
    "aps = dict(arrowprops = {'arrowstyle':'-'})\n",
    "\n",
    "## h_no\n",
    "ax1.annotate(s = r'$h_{no}^i$', xy = [date2num(dates[6]), 0.55], \n",
    "             xytext = [date2num(np.datetime64('1880')), 2.7], \n",
    "             **aps)\n",
    "ax1.annotate(s = r'', xy = [date2num(np.datetime64('1900')), 2.7], \n",
    "             xytext = [date2num(np.datetime64('1887')), 2.7], \n",
    "             **aps)\n",
    "## h_to\n",
    "ax1.annotate(s = r'$h_{to}^i$', xy = [date2num(dates[6]), 0.55], \n",
    "             xytext = [date2num(np.datetime64('1880')), 1.75], \n",
    "             **aps)\n",
    "ax1.annotate(s = r'', xy = [date2num(np.datetime64('1900')), 1.75], \n",
    "             xytext = [date2num(np.datetime64('1887')), 1.75], \n",
    "             **aps)\n",
    "## h_so\n",
    "ax1.annotate(s = r'$h_{so}^i$', xy = [date2num(dates[6]), 0.55], \n",
    "             xytext = [date2num(np.datetime64('1880')), 0.75], \n",
    "             **aps)\n",
    "ax1.annotate(s = r'', xy = [date2num(np.datetime64('1900')), 0.75], \n",
    "             xytext = [date2num(np.datetime64('1887')), 0.75], \n",
    "             **aps)\n",
    "\n",
    "ax1.annotate(s = r'$\\tau_f$ average', xy = [date2num(dates[int(ds_ens.tau_s_EBM_2.mean() * 12 / 2)]), 4.2], \n",
    "            xytext = [date2num(dates[int(ds_ens.tau_s_EBM_2.mean() * 12)]),5], \n",
    "            ha='center', fontsize=10, **aps)\n",
    "\n",
    "ax1.set_ylabel(r\"$\\Delta$T [K]\")\n",
    "ax1.set_xlabel(\"Year\")\n",
    "ax1.set_ylim(0, 9)\n",
    "ax1.set_title(\"(a) Timescale diagram\")\n",
    "ax2.set_title(r\"(b) Example EBM-$\\varepsilon$ fit: CESM2\")\n",
    "fig.tight_layout()\n",
    "# plt.savefig('figures/example_diagram.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0ba26zg4VMRI"
   },
   "source": [
    "# Figure 2\n",
    "\n",
    "Regional pre-forcing MLDs can predict EBM-$\\varepsilon$ parameters with varying accuracy.\n",
    "- Northern ocean pre-forcing boreal winter MLD predicts $k$, the ocean heat uptake efficiency.\n",
    "- Tropical pre-forcing year-round MLD predicts $\\varepsilon$.\n",
    "- Southern ocean pre-forcing austral summer/autumn MLD predicts $S$, the effective climate sensitivity.\n",
    "\n",
    "The $\\texttt{AWI-CM-1-1-MR}$ model is excluded from these fits because of its outlier Southern Ocean mixed layer dynamics; including it only significantly affects the last correlation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xQMI7H9SVMRJ"
   },
   "source": [
    "## Define the scatterplot function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "executionInfo": {
     "elapsed": 310,
     "status": "aborted",
     "timestamp": 1633023215559,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "Sap6GNMNVMRJ"
   },
   "outputs": [],
   "source": [
    "def plot_dataset_scatter(x_access_func, y_access_func, ax, exclude = [], fit_text = True, dsets = datasets):\n",
    "    \"\"\"\n",
    "    Generates a scatter plot with linear fit for x and y variables, \n",
    "    which the method accesses for each member of the ensemble using the passed-in \n",
    "    functions.\n",
    "    \n",
    "    In:\n",
    "        x_access_func (func): function to access x variables from datasets in ensemble\n",
    "        y_access_func: function to access y variables from datasets in ensemble\n",
    "        ax (matplotlib Axis): axis to plot on\n",
    "        exclude (list): list of datasets to exclude from linear fit\n",
    "        fit_text (bool): whether or not to show calculated fit parameters\n",
    "        \n",
    "    Out:\n",
    "        ax: the axis passed in\n",
    "        s, i, r, p, std: the slope, intercept, r value, p value, and standard deviation of the linear fit.\n",
    "    \"\"\"\n",
    "    \n",
    "    xy = []\n",
    "    for src, ds in dsets:\n",
    "        x = x_access_func(ds)\n",
    "        y = y_access_func(ds)\n",
    "        if src not in exclude:\n",
    "            xy += [[x,y]]\n",
    "            alpha = 1\n",
    "            mfc = sourcecolors[src]\n",
    "            ax.plot(x, y, mfc = mfc, marker = sourcemarkers[src], mec = 'k', ms = 7.5, alpha = alpha)\n",
    "        else:\n",
    "            mfc = 'darkgrey'\n",
    "            alpha = 0.5\n",
    "            ax.plot(x, y, mfc = mfc, marker = sourcemarkers[src], mec = 'k', ms = 7.5, alpha = alpha)\n",
    "            ax.plot(x, y, mfc = 'r', marker = \"x\", mec = 'r', ms = 12, alpha = 1)\n",
    "    x, y = np.array(xy).T\n",
    "    fit = sm.OLS(endog=y, exog = sm.add_constant(x)).fit()\n",
    "    xlim = [np.min(x) - 0.5 * np.std(x), np.max(x) + 0.5 * np.std(x)]\n",
    "    \n",
    "    linx = np.linspace(*xlim, 50)\n",
    "    plotx = sm.add_constant(linx)\n",
    "    upper, lower = fit.get_prediction(plotx).conf_int(0.1).T\n",
    "    ax.fill_between(linx, upper, lower, color = 'lightgrey', alpha = 0.5, zorder = -1)\n",
    "    ax.plot(linx, fit.predict(plotx), color = 'grey')\n",
    "    \n",
    "    r2 = fit.rsquared\n",
    "    p = fit.pvalues[1]\n",
    "    \n",
    "    ax.set_xlim(xlim)\n",
    "    if fit_text:\n",
    "        ax.text(0.05, 0.95, s = \"$p$ = %.3f\\n\"%p+\"$r^2$ = %.2f\"%r2, va = 'top', transform=ax.transAxes)\n",
    "    return ax, r2, p"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "sNwwcBQvVMRK"
   },
   "source": [
    "## Collect data for plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "executionInfo": {
     "elapsed": 310,
     "status": "aborted",
     "timestamp": 1633023215559,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "A7ja-nbDVMRK"
   },
   "outputs": [],
   "source": [
    "weights = utils.ocean_lat_weights(ds_ens.lat)\n",
    "\n",
    "# Correlations of h_no, h_to, and h_so with y, ε, S\n",
    "# define access functions here for plot_dataset_scatter\n",
    "\n",
    "h_no_f = lambda ds: ds.h_lat_ppt.isel(time=range(3)).sel(lat= h_ranges['h_n']).weighted(weights).mean()\n",
    "h_so_f = lambda ds: ds.h_lat_ppt.isel(time = range(3)).sel(lat = h_ranges['h_s']).weighted(weights).mean()\n",
    "h_to_f = lambda ds: ds.h_lat_ppt.isel(time = range(12)).sel(lat = h_ranges['h_t']).weighted(weights).mean()\n",
    "y = lambda ds: ds.y_EBM_2.item()\n",
    "ε = lambda ds: ds.ε_EBM_2.item()\n",
    "S = lambda ds: ds.ECS_EBM_2.item()\n",
    "λ = lambda ds: ds.λ_EBM_2.item()\n",
    "h_funcs = (h_no_f, h_to_f, h_so_f)\n",
    "var_funcs = (y, ε, S)\n",
    "xlabels = ( r\"$h_{no}^i$  [m]\", r\"$h_{to}^i$  [m]\",r\"$h_{so}^i$  [m]\" )\n",
    "ylabels = ( r\"$\\gamma$ [W / m$^2$ K]\", r\"$\\varepsilon$\", r\"$S$ [K]\" )\n",
    "\n",
    "# Observed regional mixed layer depth ranges for comparison\n",
    "\n",
    "h_fills = [(152.1145, 215.2253), (41.8860, 44.6141), (44.2600, 48.9160)] \n",
    "\n",
    "# Define the pre-forcing mixed layer depths (taken here from the first few months of 1pct/year runs, \n",
    "# because there is no significant change in MLD on that time scale). Here we take the Southern Ocean MLD \n",
    "# averaged over the austral summer, but results do not change significantly using any combination of \n",
    "# austral summer and/or autumn.\n",
    "\n",
    "h_no = ds_ens.h_lat_ppt.isel(time = range(3)).sel(lat = h_ranges['h_n']).weighted(weights).mean(['lat','time'])\n",
    "h_to = ds_ens.h_lat_ppt.isel(time = range(12)).sel(lat = h_ranges['h_t']).weighted(weights).mean(['lat','time'])\n",
    "h_so = ds_ens.h_lat_ppt.isel(time = range(3)).sel(lat = h_ranges['h_s']).weighted(weights).mean(['lat','time'])\n",
    "\n",
    "# Calculate correlations between starting regional MLD and change in theta at 145 years\n",
    "\n",
    "theta_base = ds_theta_ensemble.thetao.isel(time = range(12)).mean('time')\n",
    "delta_theta = (ds_theta_ensemble - theta_base).thetao.isel(time=range(140*12, 150*12)).mean('time')\n",
    "\n",
    "# \n",
    "\n",
    "c1 = xr.corr(h_no, delta_theta, dim = 'source_id')\n",
    "c2 = xr.corr(h_to, delta_theta, dim = 'source_id')\n",
    "c3 = xr.corr(h_so, delta_theta, dim = 'source_id')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "62AwVLLAVMRL"
   },
   "source": [
    "## Generate the plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "executionInfo": {
     "elapsed": 310,
     "status": "aborted",
     "timestamp": 1633023215560,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "MzfBxpxcVMRL"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Correlation $r$')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x720 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3,2, figsize = (8,10))\n",
    "axes = axes.T.flat\n",
    "\n",
    "# Plot the scatter plots and save parameter estimates from h correlations\n",
    "for ax, xvar, yvar, xlab, ylab, plotnum, h_fill in zip(axes[3:], h_funcs, var_funcs, xlabels, ylabels, 'bdf', h_fills):\n",
    "    ax,r,p = plot_dataset_scatter(\n",
    "        xvar, \n",
    "        yvar,\n",
    "        ax=ax, \n",
    "        exclude = ['AWI-CM-1-1-MR'],\n",
    "        fit_text = True)\n",
    "    ax.set_xlabel(xlab, fontsize = 12)\n",
    "    ax.set_ylabel(ylab, fontsize = 12)\n",
    "    ax.axvspan(*h_fill, color = 'lightgrey', alpha = 0.75, zorder = -1)\n",
    "    x_name = xlab.split(\" [\")[0]\n",
    "    y_name = ylab.split(\" [\")[0]\n",
    "    ax.set_title(\"(%s) Correlation between %s and %s\"%(plotnum, x_name, y_name))\n",
    "\n",
    "# Create the correlation colormap \n",
    "\n",
    "cm_N = 1000\n",
    "cmap = mpl.cm.get_cmap('RdBu_r', cm_N)\n",
    "newcolors = cmap(np.linspace(0, 1.0, cm_N))\n",
    "mask = np.array([1, 1, 1, 1])\n",
    "\n",
    "# Whiten the middle range of colors, where p > 0.05\n",
    "\n",
    "mids = newcolors[int(cm_N*(0.5-0.5/2)):int(cm_N*(0.5+0.5/2))] \n",
    "mids[:, :3] += np.minimum(0.2, 1 - mids[:, :3]) \n",
    "newcmp = mpl.colors.ListedColormap(newcolors)\n",
    "\n",
    "# Plot the correlation heatmaps\n",
    "\n",
    "titles = (r\"$h_{no}^i}$\", r\"$h_{to}^i}$\", r\"$h_{so}^i}$\")\n",
    "lat_ranges = ([54, 70], [-26, 26], [-66, -40])\n",
    "plotargs = dict(yincrease = False, levels = np.arange(-1,1.1,.1))\n",
    "\n",
    "for ax, c, title, lat_range, plotnum in [*zip(axes[:3], (c1, c2, c3), titles, lat_ranges, 'ace')][::-1]:\n",
    "    plot = c.plot.contourf(ax=ax, **plotargs, add_colorbar = False, cmap = newcmp, vmax = 1)\n",
    "    ax.set_xlim(-75, 75)\n",
    "    ax.set_ylim(ax.get_ylim()[0], -200)\n",
    "    ax.hlines(-100, *lat_range, lw = 5, color = 'white')\n",
    "    ax.get_shared_x_axes().join(ax, axes[0])\n",
    "    ax.set_title(r\"(%s) Correlation between %s and $\\Delta \\theta$\"%(plotnum, title))\n",
    "    ax.set_xlabel('latitude [deg]')\n",
    "    ax.set_ylabel('ocean model level [km]')\n",
    "    ax.set_yticklabels(t/1e3 for t in ax.get_yticks())\n",
    "    ax.set_facecolor('black')\n",
    "    \n",
    "# Legend\n",
    "\n",
    "fig.tight_layout()\n",
    "\n",
    "lines = {k:mpl.lines.Line2D([0],[0], marker=sourcemarkers[k], color=sourcecolors[k], ms=7.5, lw=0, mec='k') for k in ds_ens.source_id.values}\n",
    "del lines['AWI-CM-1-1-MR']\n",
    "lines['AWI-CM-1-1-MR*'] = mpl.lines.Line2D([0],[0], marker=sourcemarkers['AWI-CM-1-1-MR'], color='darkgrey', ms=7.5, lw=0, mec='k', alpha = 0.5)\n",
    "fig.legend(lines.values(), lines.keys(), fontsize=10, ncol=4, bbox_to_anchor = (1,0), loc = 'upper right')\n",
    "\n",
    "\n",
    "# Colorbar\n",
    "\n",
    "cbar = fig.colorbar(plot, ax=axes, location = 'top', fraction=.02, pad = 0.05, spacing = 'uniform', extend = 'neither' )\n",
    "cbar.ax.set_xlabel(\"Correlation $r$\", fontsize = 12)\n",
    "\n",
    "# plt.savefig(\"figures/h_regional_correlations_final.pdf\", bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2N3u8Kc-VMRL"
   },
   "source": [
    "# Figure 3\n",
    "Pre-forcing tropical MLD $h^i_{to}$ predicts $\\varepsilon$ and therefore improves predictions of remaining warming $T_H$.\n",
    "\n",
    "Note: this figure is generated in two parts which were combined using a graphics program to make the final figure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "executionInfo": {
     "elapsed": 310,
     "status": "aborted",
     "timestamp": 1633023215560,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "tkXVWCGKVMRL"
   },
   "outputs": [],
   "source": [
    "importlib.reload(utils)\n",
    "dates = np.arange(0,24000,1)\n",
    "T_s_EBM = {}\n",
    "T_H_EBM = {}\n",
    "for run, color in zip(('abrpt','ppt'), ('orangered', 'navy')):\n",
    "    T_s_EBM[run] = {}\n",
    "    T_H_EBM[run] = {}\n",
    "    for k, ds in ds_ens.groupby('source_id'):\n",
    "        if 'AWI' not in k:\n",
    "            T_data = utils.EBM_temp(ds, run)[0]\n",
    "            Ts = xr.DataArray([T_data], coords = {'source_id':[k], 'time':dates}, dims = ['source_id','time'])\n",
    "            T_s_EBM[run][k] = Ts\n",
    "            T_H_EBM[run][k] = Ts.isel(time = np.arange(23000, 24000)).mean('time') - Ts\n",
    "    T_s_EBM[run] = xr.concat(T_s_EBM[run].values(), dim = 'source_id').isel(time = range(1800,24000))\n",
    "    T_H_EBM[run] = xr.concat(T_H_EBM[run].values(), dim = 'source_id').isel(time = range(1800,24000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "executionInfo": {
     "elapsed": 311,
     "status": "aborted",
     "timestamp": 1633023215562,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "swJADvr-VMRM"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import gridspec\n",
    "from matplotlib.lines import Line2D\n",
    "\n",
    "h_no = ds_ens.h_lat_ppt.isel(time = range(3)).sel(lat = h_ranges['h_n']).weighted(weights).mean(['lat','time'])\n",
    "h_to = ds_ens.h_lat_ppt.isel(time = range(12)).sel(lat = h_ranges['h_t']).weighted(weights).mean(['lat','time'])\n",
    "h_so = ds_ens.h_lat_ppt.isel(time = range(3)).sel(lat = h_ranges['h_s']).weighted(weights).mean(['lat','time'])\n",
    "\n",
    "fig = plt.figure(figsize=(9, 6)) \n",
    "gs = gridspec.GridSpec(2, 2, wspace = 0, hspace = 0.05) \n",
    "\n",
    "ax1 = plt.subplot(gs[0, 0])\n",
    "ax2 = plt.subplot(gs[1, 0], sharex = ax1)\n",
    "ax11 = plt.subplot(gs[0, 1], sharey = ax1)\n",
    "ax21 = plt.subplot(gs[1, 1], sharey = ax2)\n",
    "\n",
    "sources = ds_ens.source_id[~(ds_ens.source_id == 'AWI-CM-1-1-MR')]\n",
    "\n",
    "# Plot the first 150 years\n",
    "\n",
    "for run, color in zip(('abrpt','ppt'), ('orangered', 'navy')):\n",
    "    for variable, ls, ax in zip((ds_ens['ΔT_s_%s'%run].rolling(time = 12).mean(), - ds_ens['T_H_%s'%run]), ('-', ':'), (ax1, ax2)):\n",
    "        mean = variable.mean('source_id')\n",
    "        top, bot = variable.max('source_id'), variable.min('source_id')\n",
    "        if ls == ':':\n",
    "            mean.plot.line(x='time', ax=ax, color=color, linestyle = ls)\n",
    "        ax.fill_between(top.time.to_numpy(), top, bot, facecolor = color, alpha = 0.2)\n",
    "\n",
    "# Plot the remaining 1850 years\n",
    "\n",
    "for run, color in zip(('abrpt','ppt'), ('orangered', 'navy')):\n",
    "    top, bot = T_s_EBM[run].max('source_id'), T_s_EBM[run].min('source_id')\n",
    "    T_s_EBM[run].mean('source_id').plot.line(x='time', ax=ax11, color=color, linestyle = ':')\n",
    "    ax11.fill_between(top.time.to_numpy(), top, bot, facecolor = color, alpha = 0.2)\n",
    "    \n",
    "    top, bot = T_H_EBM[run].max('source_id'), T_H_EBM[run].min('source_id')\n",
    "    T_H_EBM[run].mean('source_id').plot.line(x='time', ax=ax21, color=color, linestyle = ':')\n",
    "    ax21.fill_between(top.time.to_numpy(), top, bot, facecolor = color, alpha = 0.2)\n",
    "    \n",
    "    \n",
    "# Plot emergent constraint\n",
    "\n",
    "t = np.arange(0, 24000/12)\n",
    "years = utils.generate_dates(24000)[::12]\n",
    "pars = ['λ', 'ECS', 'Cs', 'Cd', 'ε', 'y']\n",
    "\n",
    "get_stats = lambda v: {'mean':np.mean(v, axis = 0), **dict(zip([1/6,5/6], np.quantile(v, [1/6,5/6], axis = 0)))}\n",
    "\n",
    "for f, run, color, z in zip([utils.EBM_abrpt, utils.EBM_linear], ['abrpt', 'ppt'], ['orangered', 'navy'], [5, 6]): \n",
    "    \n",
    "    t_data = bc.apply(lambda d: f(t, *d[0:2], *d[2:4]/C_yr_to_m, *d[4:6])[0], 1)\n",
    "    t_constraint = pd.DataFrame(get_stats(np.array([*t_data.values])))\n",
    "\n",
    "    ax1.fill_between(years[:150], *t_constraint.iloc[:,1:][:150].values.T, color = color, alpha = 0.5, zorder = z)\n",
    "    ax1.plot(years[:150], t_constraint['mean'][:150], color = color, zorder = z)\n",
    "    \n",
    "    ax11.fill_between(t[150:]*12, *t_constraint.iloc[:,1:][150:].values.T, color = color, alpha = 0.5, zorder = z)\n",
    "    ax11.plot(t[150:]*12, t_constraint['mean'][150:], color = color, zorder = z)\n",
    "    \n",
    "# Set bottom tick labels\n",
    "\n",
    "for ax in (ax11, ax21):\n",
    "    ax.set_xlim(1800,24000)\n",
    "    ax.set_xticks(np.arange(3000,24000,1200))\n",
    "    ax.get_yaxis().set_visible(False)\n",
    "    ax.set_xlabel('')\n",
    "    \n",
    "ax1.set_xlim('1845', '2000')\n",
    "\n",
    "ax21.set_xticks(ax21.get_xticks()[::2])\n",
    "ax21.set_xticklabels([\"%i\"%(f/12 + 1850) for f in ax21.get_xticks()], rotation = 30)\n",
    "\n",
    "ax1.set_ylabel(r\"GSAT change [K]\", fontsize = 10)\n",
    "ax2.set_ylabel(r\"remaining warming [K]\", fontsize = 10)\n",
    "ax1.set_xlabel(\"\", fontsize = 0)\n",
    "ax21.set_xlabel(\"Year\", fontsize = 12, horizontalalignment='right', x= - 0.1)\n",
    "ax2.set_xlabel(\"\")\n",
    "\n",
    "ax1.spines['right'].set_visible(False)\n",
    "ax2.spines['right'].set_visible(False)\n",
    "\n",
    "ax11.spines['left'].set_linestyle('--')\n",
    "ax11.spines['left'].set_linewidth(0.5)\n",
    "\n",
    "ax21.spines['left'].set_linestyle('--')\n",
    "ax21.spines['left'].set_linewidth(0.5)\n",
    "\n",
    "### Annotations and legend ###\n",
    "\n",
    "## ECS constrained ranges\n",
    "\n",
    "ax11.get_xaxis().set_visible(False)\n",
    "ax1.get_xaxis().set_visible(False)\n",
    "\n",
    "kwargs = dict(bbox = {'facecolor':'white', 'pad':2, 'edgecolor':'w'}, fontsize = 10)\n",
    "ax21.text(0.0,0.95,r'EBM-$\\varepsilon$ estimates', ha = 'center', va = 'top', transform = ax21.transAxes, **kwargs)\n",
    "\n",
    "ax11.text(0.05,0.95,r'EBM-$\\varepsilon$ estimates', ha = 'left', va = 'top', transform = ax11.transAxes)\n",
    "\n",
    "ax1.text(x='1870', y = 9, s= 'abrupt-4xCO2', c = 'orangered')\n",
    "ax1.text(x='1950', y = 0, s= '1pctCO2', c = 'navy')\n",
    "\n",
    "# ax1.set_yticks(range(0,15,3))\n",
    "# ax2.set_yticks(range(0,15,3))\n",
    "\n",
    "fig.tight_layout()\n",
    "# plt.savefig('figures/remaining_warming.pdf', bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "executionInfo": {
     "elapsed": 311,
     "status": "aborted",
     "timestamp": 1633023215562,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "J3NBPfKEwwtm"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x252 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1,2, figsize = (8,3.5), sharey = True)\n",
    "\n",
    "X = data[mlds]\n",
    "X['const'] = 1\n",
    "\n",
    "for run, colors, ax in zip(('ppt', 'abrpt'), [('cornflowerblue', 'navy'), ('orangered', 'crimson')], axes):\n",
    "\n",
    "    T_s = (ds_ens[f'ts_{run}'] - ds_ens['ts_piCtrl'].mean('time')).sel(source_id = sources).coarsen(time = 120).mean().dropna('time')\\\n",
    "        .sel(source_id = X.index.values)\n",
    "    T_rem = - ds_ens[f'T_H_{run}'].sel(source_id = sources).coarsen(time = 120).mean().dropna('time')\\\n",
    "        .sel(source_id = X.index.values)\n",
    "    \n",
    "    Y = T_rem.values\n",
    "\n",
    "    temp_corr = xr.corr(T_s, T_rem, dim = 'source_id')\n",
    "    mld_corr = pd.Series([sm.OLS(endog = Y[:,i], exog = X, hasconst = True).fit().rsquared_adj**0.5 for i in range(len(T_rem.T))], index = T_s.time.values)\n",
    "    \n",
    "    mld_corr.plot(marker = 'o', label = 'pre-forcing MLD', c = colors[1], ax = ax)\n",
    "    temp_corr.plot(marker = 'o', label = 'GSAT change at $t$', c = colors[0], ax = ax)\n",
    "    \n",
    "    ax.legend(title = 'predictor', loc = 4)\n",
    "    \n",
    "    ax.grid(zorder = -1, linestyle = ':')\n",
    "#     ax.set_ylim(0, 1)\n",
    "    ax.set_title({'ppt':'1pctCO2','abrpt':'abrupt-4xCO2'}[run] + ' forcing')\n",
    "    ax.set_xlabel('year')\n",
    "    \n",
    "axes[0].set_ylabel('correlation to\\nremaining warming')\n",
    "fig.tight_layout()\n",
    "\n",
    "# fig.savefig('figures/remaining_warming_predictions.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mT4ecslMVMRN"
   },
   "source": [
    "# Plots of EBM-$\\varepsilon$ model fits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "executionInfo": {
     "elapsed": 314,
     "status": "aborted",
     "timestamp": 1633023215565,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "bkjOatE5VMRO"
   },
   "outputs": [],
   "source": [
    "run = 'abrpt'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "executionInfo": {
     "elapsed": 22,
     "status": "aborted",
     "timestamp": 1633023215567,
     "user": {
      "displayName": "Galen Hall",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "18025946247872485335"
     },
     "user_tz": 240
    },
    "id": "BJ3I9tbCVMRO"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "41754ed68d2e46be94ad0d9e1c74aba8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=25.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1440 with 28 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.dates as mdates\n",
    "\n",
    "fig, axes = plt.subplots(7,4, figsize=(15,20), sharey=True, sharex=False)\n",
    "ax1 = iter(axes.ravel())\n",
    "\n",
    "for s, ds in tqdm(datasets):\n",
    "    \n",
    "    ΔT_s, ΔT_d = utils.EBM_temp(ds, run)\n",
    "    \n",
    "    w = 12\n",
    "    l = 1800 - w\n",
    "    N = (ds['N_%s'%run] - ds['N_piCtrl']).rolling(time=w, center = False).mean().values\n",
    "    ΔT = (ds['%s_%s'%(T, run)] - ds['%s_piCtrl'%T]).rolling(time=w, center = False).mean().values\n",
    "    # N = pd.DataFrame(N).rolling(w, center = False).mean().dropna().to_numpy()\n",
    "    # ΔT = pd.DataFrame(ΔT).rolling(w, center = False).mean().dropna().to_numpy()\n",
    "        \n",
    "    w = 12\n",
    "    \n",
    "    λ = ds['λ_EBM_2'].item()\n",
    "    F =  ds['F_EBM_2'].item()\n",
    "    ε = ds['ε_EBM_2'].item()\n",
    "    \n",
    "    dates = utils.generate_dates(18000)\n",
    "    ax = next(ax1)\n",
    "    \n",
    "    ax.plot_date(dates[0:1800], ΔT_s[0:1800], '-')\n",
    "    ax.plot_date(dates[0:1800], ΔT_d[0:1800], '-')\n",
    "    ax.plot_date(dates[w:len(ΔT)+w], ΔT, '-k', fillstyle='none', markevery=1)\n",
    "\n",
    "    years = mdates.YearLocator()   # every year\n",
    "    years_fmt = mdates.DateFormatter('%Y')\n",
    "    ax.xaxis.set_major_formatter(years_fmt)\n",
    "    ax.xaxis.set_ticks(dates[:1800:120])\n",
    "    \n",
    "    ax.set_title(s)\n",
    "    ax.grid()\n",
    "    ax.set_ylabel(r'$\\Delta T$ (K)')\n",
    "    ax.set_xlabel('Time (years)')\n",
    "    ax.text(0.55, 0.25,\n",
    "            r'$\\lambda = %.2f$ W/m$^2$K' '\\n' r'$F = %.2f$ W/m$^2$' '\\n' r'$\\epsilon = %.2f$'%(λ, F, ε), \n",
    "            verticalalignment='top', horizontalalignment='left',\n",
    "            transform=ax.transAxes, fontsize=12,\n",
    "            bbox=dict(facecolor='white', alpha=0.75))\n",
    "    ax.tick_params(axis='x', rotation=45)\n",
    "    \n",
    "fig.tight_layout()\n",
    "# plt.savefig('figures/twolayer_example.png', dpi = 300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TX7rOyxmVMRP"
   },
   "source": [
    "------------------"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [
    "xQMI7H9SVMRJ"
   ],
   "name": "analysis.ipynb",
   "provenance": []
  },
  "kernelspec": {
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